{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Face Recognition with SphereFace\n",
    "\n",
    "Paper: https://arxiv.org/abs/1704.08063\n",
    "\n",
    "Repo: https://github.com/wy1iu/sphereface"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "#We are going to use deepface to detect and align faces\n",
    "#Repo: https://github.com/serengil/deepface\n",
    "#!pip install deepface\n",
    "from deepface.commons import functions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pre-trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Structure: https://github.com/wy1iu/sphereface/blob/master/train/code/sphereface_deploy.prototxt\n",
    "#Weights: https://drive.google.com/open?id=0B_geeR2lTMegb2F6dmlmOXhWaVk\n",
    "\n",
    "model = cv2.dnn.readNetFromCaffe(\"sphereface_deploy.prototxt\", \"sphereface_model.caffemodel\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#SphereFace input shape. You can verify this in the prototxt.\n",
    "input_shape = (112, 96)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Common functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Similarity metrics tutorial: https://sefiks.com/2018/08/13/cosine-similarity-in-machine-learning/\n",
    "\n",
    "def findCosineDistance(source_representation, test_representation):\n",
    "    a = np.matmul(np.transpose(source_representation), test_representation)\n",
    "    b = np.sum(np.multiply(source_representation, source_representation))\n",
    "    c = np.sum(np.multiply(test_representation, test_representation))\n",
    "    return 1 - (a / (np.sqrt(b) * np.sqrt(c)))\n",
    "\n",
    "def findEuclideanDistance(source_representation, test_representation):\n",
    "    euclidean_distance = source_representation - test_representation\n",
    "    euclidean_distance = np.sum(np.multiply(euclidean_distance, euclidean_distance))\n",
    "    euclidean_distance = np.sqrt(euclidean_distance)\n",
    "    return euclidean_distance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Master.csv: https://github.com/serengil/deepface/blob/master/tests/dataset/master.csv\n",
    "# Images: https://github.com/serengil/deepface/tree/master/tests/dataset\n",
    "df = pd.read_csv(\"../deepface/tests/dataset/master.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file_x</th>\n",
       "      <th>file_y</th>\n",
       "      <th>Decision</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>img20.jpg</td>\n",
       "      <td>img21.jpg</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>img16.jpg</td>\n",
       "      <td>img17.jpg</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>img3.jpg</td>\n",
       "      <td>img12.jpg</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>img22.jpg</td>\n",
       "      <td>img23.jpg</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>img24.jpg</td>\n",
       "      <td>img25.jpg</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      file_x     file_y Decision\n",
       "0  img20.jpg  img21.jpg      Yes\n",
       "1  img16.jpg  img17.jpg      Yes\n",
       "2   img3.jpg  img12.jpg      Yes\n",
       "3  img22.jpg  img23.jpg      Yes\n",
       "4  img24.jpg  img25.jpg      Yes"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 300/300 [04:18<00:00,  1.16it/s]\n"
     ]
    }
   ],
   "source": [
    "euclidean_distances = []; cosine_distances = []\n",
    "for index, instance in tqdm(df.iterrows(), total = df.shape[0]):\n",
    "    img1_path = instance[\"file_x\"]\n",
    "    img2_path = instance[\"file_y\"]\n",
    "    target_label = instance[\"Decision\"]\n",
    "    \n",
    "    #----------------------------------\n",
    "    \n",
    "    #detect and align\n",
    "    img1 = functions.preprocess_face(\"../deepface/tests/dataset/%s\" % (img1_path), target_size=input_shape)[0]\n",
    "    img2 = functions.preprocess_face(\"../deepface/tests/dataset/%s\" % (img2_path), target_size=input_shape)[0]\n",
    "    \n",
    "    #----------------------------------\n",
    "    #reshape images to expected shapes\n",
    "    \n",
    "    img1_blob = cv2.dnn.blobFromImage(img1)\n",
    "    img2_blob = cv2.dnn.blobFromImage(img2)\n",
    "    \n",
    "    if img1_blob.shape != (1, 3, 96, 112):\n",
    "        raise ValueError(\"img shape must be (1, 3, 96, 112) but it has a \", img1_blob.shape,\" shape\")\n",
    "    \n",
    "    #----------------------------------\n",
    "    #representation\n",
    "    \n",
    "    model.setInput(img1_blob)\n",
    "    img1_representation = model.forward()[0]\n",
    "\n",
    "    model.setInput(img2_blob)\n",
    "    img2_representation = model.forward()[0]\n",
    "    \n",
    "    #----------------------------------\n",
    "    \n",
    "    euclidean_distance = findEuclideanDistance(img1_representation, img2_representation)\n",
    "    euclidean_distances.append(euclidean_distance)\n",
    "    \n",
    "    cosine_distance = findCosineDistance(img1_representation, img2_representation)\n",
    "    cosine_distances.append(cosine_distance)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['euclidean'] = euclidean_distances\n",
    "df['cosine'] = cosine_distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file_x</th>\n",
       "      <th>file_y</th>\n",
       "      <th>Decision</th>\n",
       "      <th>euclidean</th>\n",
       "      <th>cosine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>img20.jpg</td>\n",
       "      <td>img21.jpg</td>\n",
       "      <td>Yes</td>\n",
       "      <td>15.020055</td>\n",
       "      <td>0.359611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>img16.jpg</td>\n",
       "      <td>img17.jpg</td>\n",
       "      <td>Yes</td>\n",
       "      <td>15.546786</td>\n",
       "      <td>0.378807</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>img3.jpg</td>\n",
       "      <td>img12.jpg</td>\n",
       "      <td>Yes</td>\n",
       "      <td>19.571346</td>\n",
       "      <td>0.674539</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>img22.jpg</td>\n",
       "      <td>img23.jpg</td>\n",
       "      <td>Yes</td>\n",
       "      <td>15.902503</td>\n",
       "      <td>0.397023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>img24.jpg</td>\n",
       "      <td>img25.jpg</td>\n",
       "      <td>Yes</td>\n",
       "      <td>18.453997</td>\n",
       "      <td>0.608696</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      file_x     file_y Decision  euclidean    cosine\n",
       "0  img20.jpg  img21.jpg      Yes  15.020055  0.359611\n",
       "1  img16.jpg  img17.jpg      Yes  15.546786  0.378807\n",
       "2   img3.jpg  img12.jpg      Yes  19.571346  0.674539\n",
       "3  img22.jpg  img23.jpg      Yes  15.902503  0.397023\n",
       "4  img24.jpg  img25.jpg      Yes  18.453997  0.608696"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize distributions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df.Decision == \"Yes\"]['euclidean'].plot(kind='kde', title = 'euclidean', label = 'Yes', legend = True)\n",
    "df[df.Decision == \"No\"]['euclidean'].plot(kind='kde', title = 'euclidean', label = 'No', legend = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[df.Decision == \"Yes\"]['cosine'].plot(kind='kde', title = 'cosine', label = 'Yes', legend = True)\n",
    "df[df.Decision == \"No\"]['cosine'].plot(kind='kde', title = 'cosine', label = 'No', legend = True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find the best threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Repo: https://github.com/serengil/chefboost\n",
    "#!pip install chefboost\n",
    "from chefboost import Chefboost as chef\n",
    "config = {'algorithm': 'C4.5'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>euclidean</th>\n",
       "      <th>Decision</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15.020055</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>15.546786</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>19.571346</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>15.902503</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>18.453997</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   euclidean Decision\n",
       "0  15.020055      Yes\n",
       "1  15.546786      Yes\n",
       "2  19.571346      Yes\n",
       "3  15.902503      Yes\n",
       "4  18.453997      Yes"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['euclidean', 'Decision']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'algorithm': 'C4.5', 'enableMultitasking': False, 'num_of_weak_classifier': 4, 'num_of_trees': 5, 'enableRandomForest': False, 'learning_rate': 1, 'epochs': 10, 'enableAdaboost': False, 'enableGBM': False, 'enableParallelism': False}\n",
      "C4.5  tree is going to be built...\n",
      "Accuracy:  94.33333333333333 % on  300  instances\n",
      "finished in  2.584498882293701  seconds\n"
     ]
    }
   ],
   "source": [
    "euclidean_tree = chef.fit(df[['euclidean', 'Decision']].copy(), config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'algorithm': 'C4.5', 'enableMultitasking': False, 'num_of_weak_classifier': 4, 'num_of_trees': 5, 'enableRandomForest': False, 'learning_rate': 1, 'epochs': 10, 'enableAdaboost': False, 'enableGBM': False, 'enableParallelism': False}\n",
      "C4.5  tree is going to be built...\n",
      "Accuracy:  93.66666666666667 % on  300  instances\n",
      "finished in  3.1745662689208984  seconds\n"
     ]
    }
   ],
   "source": [
    "cosine_tree = chef.fit(df[['cosine', 'Decision']].copy(), config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "#stored in outputs/rules\n",
    "euclidean_threshold = 17.212238311767578 #euclidean\n",
    "cosine_threshold = 0.4668717384338379 #cosine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['prediction_by_euclidean'] = 'No'\n",
    "df['prediction_by_cosine'] = 'No'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.loc[df[df['euclidean'] <= euclidean_threshold].index, 'prediction_by_euclidean'] = 'Yes'\n",
    "df.loc[df[df['cosine'] <= cosine_threshold].index, 'prediction_by_cosine'] = 'Yes'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>file_x</th>\n",
       "      <th>file_y</th>\n",
       "      <th>Decision</th>\n",
       "      <th>euclidean</th>\n",
       "      <th>cosine</th>\n",
       "      <th>prediction_by_euclidean</th>\n",
       "      <th>prediction_by_cosine</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>img2.jpg</td>\n",
       "      <td>img6.jpg</td>\n",
       "      <td>Yes</td>\n",
       "      <td>12.469130</td>\n",
       "      <td>0.269654</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>img2.jpg</td>\n",
       "      <td>img9.jpg</td>\n",
       "      <td>No</td>\n",
       "      <td>20.052036</td>\n",
       "      <td>0.627870</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>img15.jpg</td>\n",
       "      <td>img9.jpg</td>\n",
       "      <td>No</td>\n",
       "      <td>24.117523</td>\n",
       "      <td>0.900087</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>img7.jpg</td>\n",
       "      <td>img11.jpg</td>\n",
       "      <td>Yes</td>\n",
       "      <td>17.007257</td>\n",
       "      <td>0.504744</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>img24.jpg</td>\n",
       "      <td>img15.jpg</td>\n",
       "      <td>No</td>\n",
       "      <td>22.619598</td>\n",
       "      <td>0.893417</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        file_x     file_y Decision  euclidean    cosine  \\\n",
       "14    img2.jpg   img6.jpg      Yes  12.469130  0.269654   \n",
       "271   img2.jpg   img9.jpg       No  20.052036  0.627870   \n",
       "295  img15.jpg   img9.jpg       No  24.117523  0.900087   \n",
       "31    img7.jpg  img11.jpg      Yes  17.007257  0.504744   \n",
       "216  img24.jpg  img15.jpg       No  22.619598  0.893417   \n",
       "\n",
       "    prediction_by_euclidean prediction_by_cosine  \n",
       "14                      Yes                  Yes  \n",
       "271                      No                   No  \n",
       "295                      No                   No  \n",
       "31                      Yes                   No  \n",
       "216                      No                   No  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sample(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "euclidean_positives = 0; cosine_positives = 0\n",
    "for index, instance in df.iterrows():\n",
    "    target = instance['Decision']\n",
    "    prediction_by_euclidean = instance['prediction_by_euclidean']\n",
    "    prediction_by_cosine = instance['prediction_by_cosine']\n",
    "    \n",
    "    if target == prediction_by_euclidean:\n",
    "        euclidean_positives = euclidean_positives + 1\n",
    "    \n",
    "    if target == prediction_by_cosine:\n",
    "        cosine_positives = cosine_positives + 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy (euclidean):  94.33\n",
      "Accuracy (cosine):  93.67\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy (euclidean): \",round(100 * euclidean_positives/df.shape[0], 2))\n",
    "print(\"Accuracy (cosine): \",round(100 * cosine_positives/df.shape[0], 2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Production"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def verifyFaces(img1_path, img2_path):\n",
    "    \n",
    "    print(\"Verify \",img1_path,\" and \",img2_path)\n",
    "    \n",
    "    #------------------------------------\n",
    "    \n",
    "    #detect and align\n",
    "    img1 = functions.preprocess_face(img1_path, target_size=input_shape)[0]\n",
    "    img2 = functions.preprocess_face(img2_path, target_size=input_shape)[0]\n",
    "    \n",
    "    img1_blob = cv2.dnn.blobFromImage(img1)\n",
    "    img2_blob = cv2.dnn.blobFromImage(img2)\n",
    "\n",
    "    #------------------------------------\n",
    "\n",
    "    #representation\n",
    "    model.setInput(img1_blob)\n",
    "    img1_representation = model.forward()[0]\n",
    "\n",
    "    model.setInput(img2_blob)\n",
    "    img2_representation = model.forward()[0]\n",
    "    \n",
    "    #------------------------------------\n",
    "    \n",
    "    #verify\n",
    "    euclidean_distance = findEuclideanDistance(img1_representation, img2_representation)\n",
    "\n",
    "    print(\"Found euclidean distance is \",euclidean_distance,\" whereas required threshold is \",euclidean_threshold)\n",
    "\n",
    "    fig = plt.figure()\n",
    "\n",
    "    ax1 = fig.add_subplot(1,2,1)\n",
    "    plt.imshow(img1[:,:,::-1])\n",
    "    plt.axis('off')\n",
    "\n",
    "    ax2 = fig.add_subplot(1,2,2)\n",
    "    plt.imshow(img2[:,:,::-1])\n",
    "    plt.axis('off')\n",
    "\n",
    "    plt.show()\n",
    "\n",
    "    if euclidean_distance <= euclidean_threshold:\n",
    "        print(\"they are same person\")\n",
    "    else:\n",
    "        print(\"they are not same person\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True positive examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verify  ../deepface/tests/dataset/img1.jpg  and  ../deepface/tests/dataset/img2.jpg\n",
      "Found euclidean distance is  17.212238  whereas required threshold is  17.212238311767578\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "they are same person\n"
     ]
    }
   ],
   "source": [
    "verifyFaces(\"../deepface/tests/dataset/img1.jpg\", \"../deepface/tests/dataset/img2.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verify  ../deepface/tests/dataset/img54.jpg  and  ../deepface/tests/dataset/img3.jpg\n",
      "Found euclidean distance is  14.307708  whereas required threshold is  17.212238311767578\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "they are same person\n"
     ]
    }
   ],
   "source": [
    "verifyFaces(\"../deepface/tests/dataset/img54.jpg\", \"../deepface/tests/dataset/img3.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verify  ../deepface/tests/dataset/img42.jpg  and  ../deepface/tests/dataset/img45.jpg\n",
      "Found euclidean distance is  16.629126  whereas required threshold is  17.212238311767578\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "they are same person\n"
     ]
    }
   ],
   "source": [
    "verifyFaces(\"../deepface/tests/dataset/img42.jpg\", \"../deepface/tests/dataset/img45.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verify  ../deepface/tests/dataset/img9.jpg  and  ../deepface/tests/dataset/img49.jpg\n",
      "Found euclidean distance is  16.64627  whereas required threshold is  17.212238311767578\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "they are same person\n"
     ]
    }
   ],
   "source": [
    "verifyFaces(\"../deepface/tests/dataset/img9.jpg\", \"../deepface/tests/dataset/img49.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### True negative examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verify  ../deepface/tests/dataset/img1.jpg  and  ../deepface/tests/dataset/img3.jpg\n",
      "Found euclidean distance is  24.375658  whereas required threshold is  17.212238311767578\n"
     ]
    },
    {
     "data": {
      "image/png": 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56sp9ADz55CO85a33s3k+MIs6U9Ncc+MNfPADfwZAsTbm7te+FoDzF05x5z2v5R3v+rsAnDjyBKm6ks9//lMA/OMf+afMzIf7nmvDQ9/Yz9ljp8JrZRCJCrxbQr5jfm6aXic8E9PdHjruHoUQKCHJ0gDb2dpSlmUbDadJinOufV3XdeDoEuiPzto2xyGEwAvR0lmVNtR13TJKXF3hRWR6+bDrrRpqCh5jTJtbKYryRbs2IQQrK2H3mySGqqrI4ryvxpqiLOn1ArR1+vRpupGWWZc1tiy56667AXjwwQfJlGZg4vM0LPjJH/4nPPz1ALPccvdtPHf0BABHDx/jmmuvYPeecO2dziwPfOMJynF4Zm645Vq+8unPADBcWedrp0/y3h94HwBve9vVKJkzHIXnZ2pmE6deeI4zp8JONUVxf2Q3LS6e4fSZM6TxGTh3/jQv1S6pQ1eOFjOXSpIgAw2NkAgsIkaeZRkISCIEMSxGLKye4+SZFwAY2YLezBR2VMX3C4jbOKEFXgSHGw4EwsF8LzjWXfNTzMaETm4kUogWf05NAlagI3wxGq2QdwxeRbxQmTaJa22NSfKWDS4laKlb3Ft5kEa320S8I42LSpIopEoQcaHIOjmj4TomTm7lJSAoIq6phKKMFMY0zUhT3TpAqRMwnipefyYNNGMqwnjL+MBhLcI70rhF9qLGOomPUEldlaiIkcq8TzUcYmKiSXvJzJzHJGExHAyH9Ls9lgfBmQ7KmvWYaEqdZ4BjuLYaxyZlXIxw8RxTAxGS5f3//rf5mV/4MYjnIH3AU23EIpGeshyhkngeSuJ8k1STFEVBEie+eJlg6K9/zdXsu/o6ANaWT/ONrwXnsDrSvOe772VuNozhdddcy+ZN05w7G+b1w5/5LP/Hr/0auQ7z5C//659y8vnglD/84Y/wD37w+/ni5z8LwI4tmynLgnd9T3Dwv/1bv8Nb3vYWAE6fPM0Df/NNVpYuACBRdJIOLkJSmRGkSiKbDboSLaQiIqW2oeoabZBSoVtIIgRlDTSi9CQpWtnAM3cxM9gkNRvYpK5rnHMt9o0XqOhIcQ7hJEmcq+PxmCSZcNrBtwl47wONOY91G2VZUNc1w2FT05KhE09Eeuh0ui2vfmFhgan+FA89FO6JUoo0SXBxLIba8oVP/xX3fVcYy/HoGpbWwsLhbM2FpQXyThgbhWThwjk2bw2UzyMHDvG6e++Jp1tw9vQiaax5OXjgGU6dvsC7vuedAHztG1/j9lffzkLMM9162w0893yA5obrQ44ePc6mzeF3jz17iJdqG5DLhm3Yhm3YK8QuLeSSmLZ4SErFeFyF8BniNi/SAWJipqmGNALqquLZpwOFa+XoErq02LgEp2QQI1YhAoMkaWhIOiXRtGwULxxNYV9mumQXnZPWmtrX+Ahn9Ps9hAdlIpPDVhCj2xBJaqQomlMmBXzzvknAe2Tckeiki5BNQUwFLsX5cM7j0YAs7eAjFKLSFKXBtQkiE6N2EL5mXDpEs401hrIqUJFhMvY+QCmEaF4KT02TlPKYxLRUyqIWpEbjY1K09q6tsC3KinxmhvVYOOSSLuSSXhqTk9pileHV1+4A4MlDp1hZDWM8smCcp5eF4wyGY3xl20hO6ZzFlQC/7N4u8GMgi9RDAnQi2uw5yDShiolemaYtq8JkCVrpNnk+iea+vTYqRqzF6Hh2ZjMjF6Lsohizc/s2HvrWgwBs37aJm67/DtK4C7rtNbfziY99FBWhkb17ruTe+wIDxmO56cbbeOH5QIc8cvgge/fuprJh/r3vH76X85FB8eSjT3HimWPkEQKTUlIWdZv463d7aD1hucCESphlKfoipkqaphhjmJ4K0FtISKqLomw/YafFgsCGEWNjZegowgx5nlNVVQudTE1NtX9rneJ8QVWG13VtSSIMBCGSli3cqVooJnxXk6YpozhHxuMRWZZTjMOOUUnNeBR+N9UGJwWdSL9dKwqkVCQ6XMSOnfNYaTn+dKAtfvf3v4u3f+d3AvCvf+mXuP3221CxyG9x8SxvvP9OPv2psGu64dWvpopjcfa5U6wtXOCzzwefdft993PzTTewvByep/vuez3luKDbj7vl2vHMMwcAmO3NcPkV17essZW5IS/VLq1D90yYHc5htGxx5Nr5Fnuz1uOcbytBnfMkScpCpBZt3rKNbJyzvBgGp7BjViLeXlfjwGuOmfjcSIyWdOKWa7rXR0cHlimFd67l51osqUlaCp0QFqUTRLz5KjW4yG01aUpVrJFm4ThaOLxJW5kAqQAvkXFxqIVtKzal0kijEDLglKhAw2oeBGcMwghouOVKtg+cVx0MYGkmNyQCcKo9roqT09oaL1RbvZrrLGD78bN5IhHOI0SzACS4cdwu5wVKJUz1w2eHgyE2s8jIyc+39ZjxgsXHg2PuT3fZVMaHZDxiNCjoyPBAFlpQlsOWjeKLCjMd7vvBIwdYH5f04z2RWgUYrMm1+OAoZNJw9D060rs8geHQFC0ofUmn83/T3vHGuxiPwzb9oYf2c+R4wEC3bp3hwIH93Hh9gGPe/e538Nijj3PgQHiQ3/e+93H4madYXgjffezQIQ4fDtvtvVfsZXnlAlkWxmXfvn1IqRlEyYtxVTNYDDIN5dqA+dk5xqMIgenA5G+gjyRLybKcNM43IxNEHH+dJC+CSYwxoao7Bj0mvt84VKUU42LUflYpRR1zW41DFmmsPaktebeDiQtLUZXtolKWY4wx5JHjmRj7ItZLW6NCeFbcRXUraZoxGKxTxzqVPM9ZXFxkeiZAq+PhqIV2ay0ZlCVJpOP2tQo1MXFhWVldJzea3Tt3AvDT//xn+emf+ykA3vz2t/HFz36WN7zpzeG7UzOsro7Zsjmwlp47coK5+SDNcPrcOXbt2ELfRhgVRVUVPL5/PwBXX34t23Zua2sUHv7Wg7zlrd8BwMkjz/G3f/sA199wTThOZMq8FLukT0Bd1xdxSQVSMKEmKkEVl7eqHpGnGWV0HljH5778lZZ6VNUFZ88vUgzG8W1LhFHBC6byLnORapQqAdYzPxMST5k2zEY8XSfgEO1OwFmLkh4XFxIhFFVdoBswzol21dRSIk2PpKniyRLQCmfDd6U2qFQj44OSy4xhwwd3DqhIkuD8vRc4YfAuTKpKWKTKkLopFLFtCb4xhsI6THRi0iQIV7W8YKTA+yhVIBXWWkSkWloDRuoW90doRKpogp3a1eg4bn2XMx6ttoub1BmiGKPjwigR2HHFviu3ArBOTRUnr1WGJF3i7GJYgHvSoI1isDaO5yVYXw9Rx1RPcejAM9x+96vi6Ueecrwc6x140eLjwsvWYSgVIsBmjF8uSdGlxUVkHZzc6qBicSXM23e95/t40323c/r0cQD+9hvf5JHH97PjsrDL6UwlzM7N8PyJ8P5P/Y8/xa+9/1cA+N5bvg/TMxx4/DAAN910J4NqmU4/4Kwnjx3m5LMheffAF7+C8gnaNBTUlCzN6UbMeeuWeYrhqE1iJ4lCJeFvISVayJYo4L0nz/PW8eZ5zmg8nmjt1DWqWRiMCYlQ3wQUDSU5LuRSIlCYhiYrVftewNZ9+13pI4U1znt7UQGS1kEiYBwL2YwxdLsvdno7duzg9OmwkNZ4VJxQg6LAWtuiAb6qQUjKZtfQ71Itj3n0oVDsZXLTctavfdU+9HiNI0fDPdh9xWV0sy7btoR7sLK+xraIe9906y08/I0vUZVhnn/8wx/kDW9+A3fccRMATz52kJtuvZGvfDVID2iT8pUvB2mMVGmQCaNh8CV79u7gpdoGhr5hG7ZhG/YKsUscoVeouJXDucDMaFgVuLbAWyCoqopxhFGccBx4/CEYhvXn/GAFa+uW2RIohOFSdm+dZXpqqqmaZ31tzOa5PrLBzXODlmHlqwpJkmRtJaXCodK8xXqTNMW7Eu/itsnQFj+5tEIKjcgnuL8GVPPaeqRK2usdC4uJ1apKCTwCIkvHaY/WOS6KcyVZhpIa4nnVQqHjODkrSJMc0VA1bY3zAhe3xGmni47vVdYjjSI1DS1ToIRoq0ylc+E8I0yUCYGKFZrVeMD07AxLF1bi9Y1JTBL0G4DEK2Svz3qMRDdvmYUIYZ9aWyJLNWnDQqiG1KUnjRW5zlpU3EUYL/jzP/jPvOau94fDCIGrQKoJPdTHkvLwPhgTb66vX1Qd6prd0rfZZqe7HH7mPABro4orrw2FIcKv8JEP/QXvfe/3AfChv/wYMtXcd/cdAOz/24c5d/oFbrrtTgD+4Ld/k6uuvDr8TjkkWa551Y1BMiHLE84urLJ1eyg737ZpM6tHAuSSmQRhIY+Qh3OOJE1arH60PnhRNGytxY5DJNmREpEkmIaGhODiCk1ROxJkW5UpLtLokFJSVdUkVxLL9ZP4TAQRLdsqZ0o5UV5MY8TcvBZGY5gUi0lBi8VbEYTxGqbXcDgMVaYxB7W2PqDKMnqdAGmeObPc1M6B9yhlKCJMNByP2LFrN6deCHmO+dlppvpTmCRE/FNbNnPqeGAhbdm9i/0HjrBnRyjmGo8H7Lv66laSpDpyktPPh88+eeAgeQeWFkIu5crLr2B5aZHdV4X7WXvPX/7ZB7hs9x4ArnjVzWRpgG/Hw1Weffoky/G73U5Tjf1/b5fUoessm2yptA4lxhHeSIxpFd10mlNVBXV8VgfjVebzLTy/Gmg9M9k0zy+dxkbn088DNQtgrSpwq6toEybG1vktzPe6zEyHwVLC4giTp9PphaRSdATSJFDXmGbRsR6RdLBxOyatJk0mlWxB+S/i7dLgjWmpYDrTVEaholPLhSaJcEWiNcVgwFoVcgDKe3w9QmeNPkaCtJbSN8dSk/yCkHSnprFxsVNaUZsCbRruuWsXBqkUCI2P29Ys7+KrCtVU2NkSISWm4RHnhiouMlpnjMcVNkq7aifBa3SjlNedRXnBvAyY4fpKxTkZnP/sdJ8s63A2LgajumA8HrI+DJhuN89JIlZa1zXZ7h7DWGrezw0mEa0ejfc2UF0vglMa+QUlFVXtUdHBNxLD32478/yp9n6cubDC/W96HQA3XHcNu3fv4tCzQUEx6c2gTdXmNLZt20ExuMCuLQGTPfH0M+yNSoy9Tk6Wer7xzUC3e9Mb7uXCiuPw578AwEwq+e3f/F0Adm6eRhrRJvezNKPbmSgkKiRGaXwDieQJQjal/cFZNj682+2A8622jsWTdTptta40os3vNAnOLEI5w2JMmppJeb/ziEm6Ozr0mGOqa7TWFEVDzzVkWdZSXcvStjRFIQJtMotjrGzFeDwIFF4gz1IqW7VUzESqoHcNJN5TVlVbDzPTn2Jh4RxbtwWopB5VGGVYjVDJ0sIqH/1IqBr9sZ/6Me687x6e3f84AHt7sywsLtPph/NaXV2mNx2g3at2bWNtZYl+HhaGc2fOs7LkePqJkC95wxvu49mnj7Y5t2eefpLpqYCnnz0zwnnP0kp4Xvbty3ipdmnlc71rJS+tFCitW8ZCVVQgJuXfUhhUjAZPnHie9cGAxeUQgXTzLt4GESKAkU1I4++ObIFNa+ZULCQYDxFzOUknYoBKt6XIRTEiTROKyBSQItReNNl0Z0KZed5EI0rgY6RcVNA1pj3/bmYQzmMbidxOhyTttCJjwiisr+JxBaQZvSh5Ww5WsGOBjw/J9NYdrCwvI2Us9xcSZcLESBNDqjOcbJJJFoRA2BBxaCnwDXNIJSgJaR4nPhaR6PYchVIhwx/FyIpivclZ43WGdwJ8mNhCKnTSQdu4WKQdcpFQR074rsuv4ELkoa8Wjv1PH6A/FY579oJHOE8nRkyjomgfqOlslsHaOsPVgId20wTP5N4qGe6XbyBUIVppBluXSGmo467p5SLO5Zzj1FIouLr1lpvZvSUmyk6f5d7X3ct//I+/DcADDz7Lr//Gz7fjsv+JRzjw+GPkWXiwZ2c3c8vdobBoXJTYGu65N0TvVTXmTW99By8cCToiH/nj/8K2LSFoSbIUdVFZ/VSvh1EJItZmdNIE/EQQTcuUbj/MgTTNSTsJiY45qCQBIVpnaq1lOBq2+uhKKYbr4b4jwzGb3x2PC4T0LcaOVIjatVH92trgouRrSidNSWKQNh4VSE1bQ6G1amWeq7pK7oEXAAAgAElEQVSiruo2EHFJTi/rYKtJ4ZEtx/iqIVW4WJ8BtXVIIVoMvaoq1lZW6XfC81VYC1KQ51EXRsIzTwVm0WgwYM/enaycDdj8F77wBbZctovbbgm6L7t2b2d9NZzD8cPPsPuyq3jm8HMAZFKysrjMnXeF+3nh/CmK0YD9jz0GwPW3XE+nE6UZUth9+V6ePRJyIoNBHN+XYBsY+oZt2IZt2CvELi3PS4hWIKgoSwSiLW91tSMGnZS+QusEFVkTr7rqCv6q9sz2Q+QyXFnHKx8YLIAdDqka7nU2hdaaqW6QCeh3DDu2bKYblQ6FMoxjJNzt5FR13UYJQigcZRsNSikRSiEixUk4j2mod1JgRUU3bqmcEFjnmZoKUVLlHFmWt402qnHJ7GzY1i2vLgSIKFakOp2ic9lK71ocSntEjIY7yTR15LvbMdT55Bw9glQZXDdCLtU6IkI1UkhMkrWYppUC6S2qaS5BI5g0kT9VkUdvh2NGo/W2atbLClFZRKxiTI3GaI30IXJbW1lmdlOUCSBnvO45fyFAZOcvrOGUZC3itJmQDOpwD4rlC+zS2y9iO0msgICgBghgPKowehJ7iLZKUSEk6Ah7JZ2El4OtDUZs3x7K+5fXVnngW0HG9id+/J/xvX/nvczOhXnwj/+H7yERit/9rf8EwP1vvov//od/lH/98/8CgJ/68Z+lTMM4PXHgENddfjl1jEJPnjnPc+e/wP6HHwWgZ3qkyUQUSwjZimhpbSZKhwSOt1aqzUtIpWga4qRphrMeE3e0tqoxxhDVIRhHjLxu60n0i2UDlAoNZ4DpmWk8tt1BdfKc0pWt7G23223nZpZlFOOCBlvrdruURdHK6QohWqjNGNM2tYAwZ8qypIy04KqyGJ0RkVXG6YgiwnE6zSkHaywsLMTjJnTSlHMLi/H6U2xVttDpcH2Fn/vnPxHGbTTk/GLF9HyQ5Nh52S7uuusuxrHpy+WX7+HRR0ITkc2bt3Lo8AHm5sIzsbBwFi0Nf/FnHwyfvfYytm27nB/5idCg5JMf+yu2RoZMJ8145OHHeN09dwHw7KEA07wUu+QOvWzkMIUI2g1xYqhEUTeSnEJQFKM2MfbpL36Roi5btcJFhlSjMbbhHQtDGvFBYzQdqRtpE/rdnE6S4CJH2iainfjCeZQwLe2tqioEgSfemDEK3bSzEw4bJ5zyILShbLTHlSBJDHV0VN1enzzpIBo8O8lZj7Q9PFhXtTQ7k6SMVgetLvmotlSlJ2lgI29b3XWZa3ztEXFrmuCDclyjICsvLpRSpFlOGZUopdAIZVtM0+FxHsZl1I3OsyA9TICXpBLUTQm+D4VOjaytRYfFLi4A89u2M4hOeeH8abS2zG4KDuXWm67k0UMnKRcn6osUkc+e5Wgp+He/9qsAvP/f/jLeO4bj4LiSNCVJg9QygBCmfXCVFHhnWy1rKV4eG85dO/by1W8FrPsd73o3nU6EhMbr3HzTNYzjgjs1vZVNW7dyf5TPveKKy1lYWGsL2Y6fO0JWBFro5tlpVKo49ULY7peyy+D8aepBGNNj+w9SDMO4zMzMvEirvrYlM2kP0eSKlEYnE6pfr9Nru2cZbej1uxjTJFRrZmamaRAvNxoihHiRouLFyVVxkV4ThDnXYObDUYH3Fh2xbuFBxJWiLOogVRF/qx6NSBMzUWaEFkJKlKYuyhb2KcuSwjm0adpOamrn2jaHWZ6AD58dDAZkecYmPR+/W1FWq8zOhmCxrjyFEwgaKWtDtxOCw0987GN83w+8GzkTdaGmp5jr5zz7XEionjp7ARuhz6uvfBV79uzgkUcD/XFcj8llTh7zPTPTM1z3qmv4whdCDkQpw/paePY2b5nj6muu4PixUJS0tvYyLSzyzqGbh04CF3GIJQLdSKRKjXWOKnK6Txw6SKIE5SjcIO0LRJbgRtERJbqN0hCWwrrQnAKY7XXoS90UeFJb27IhyqJGMCJJg0QsWiC8aDPiUoCKbbXCcQUxQEdKgUK3EYRJFVQllqaBh0cX68ioUWIVLZ/VK8VgfUAv6rkLpZjZvI3TzwV+a2duK2liWiZB5R1VzKQnpcNKiYucfZlKnFJtstLaEhfHuKwsrA9JI+4vsgzseihaAnAS6Sps1Iwp1GSxG6+PcG7CMiitJc86yOhs8txQFGWrq5LnGfObQ0Lo9Pk11GKH0dkQBa1eWEWgGRdRarcYk0RM05Y1JtMM18M5DMoK4epWTlfgUDKZFK8oh2BSSHRxE4S2zdi32RZXzvLqO28F4NAzX+e97/sBAP7Dr/4e8/M7cXVY2G+/7QZuuO5ajj4borrllTWMMZx8LmCn49IjhrESufZcOH+WpeUQSX73e36ER7/xcY4/HD7byzsQHVjDHW+c7lS/i5TyRcVAMInYy3rMXBSCS9JQddnwzIXMGAyGbRFPN8tfVPAjhEDrCUNFShnmXTyPJNGtmJoUHmt9ex7CTypUEY6qmjTDEBfL7BKcebtwVGFXXV/EasrzvAWQi6IklbKtFl9aWsTE+pGilJQlDKI0da/XYzxOWsGwUT1CanAxuEy1bO/H5u48/WyGdCac/5MPPsEHP/Rh9l0btP218Nx62w0A7H/sAMdPnmbrjjCuzx09ST7TafNbw/UhXtRsmQtBz7FjFzj5fMgRXrbrMrZs38Yg5gxmY7ORl2Ivj5BmwzZswzZsw/5f26WlLUrVrrJOhCpAF6lV0k86mVRVjRKqxbavu+YmPvX5z6HitqmoKkTt8I1wvpCYhrKkc+ampuhGKU2V5siUlsIlvQ/HImCL2gjK2ClImQQtBJZJM2esRUbYxOlJKb+SOVqBaQTrPHiVokTs3lKOSeoc2W044J6qjnCGSOhNT1MXcadQVhQOkihZWtcFUqu2QYTAohtFQa2p6qLN/ttS4bxlXDQaK0Ds9m6dp1KqvXY/XkcoRys44avQSq9p7eUUg9jlRTtNkhjGw2E7VkII0n5TkafoTXcQUbp2cWmV0ycCHLB5OmdHr8uZc2FwTp65wEpRtRWCpfRtpGKSjJXBmPmpsAWW1tHppvi2YTgU5XDCi/ZMmDg+RHUNh/nlYtZM8hZvfN39HD38PAC7r3gVWlbMukhlO32aL104y8pSiMze8vZ38LmPfYr7o2Lfzbfcwmc/8+nw9403cs3Ve9i/PzS8OHLkSY4eOsozBwO+Wg1XmWlkJ7ynmydkZgJRKAmdbtPY2SBkgohQ4vzmbS38EqQgBMVFejkoOWlMI0KNSEPBDW+I9j0pFVmMhr11eOmRvtnWOsxFPmBcFGRRxgHvSNOk1eMRPuyC2/yPte17UkqUFhgmsE9RFm3LOedcaDrf0DLNpH2dMeZF0f7a2hpCTtoYuqpizxVXcuLY8XBc75iKtMQHHzzOwsJZ8qnACOpNz3Ls2UPMbwssppm5mXbnsl6tsmvHLkYRX3/9G7+Dbz3wTRYXww6rd26a40efa7nn23ds5cCBsFPbsmULU1NTLbx79uwpXqpdUofuvCfKjESZVkGDYQhE27sTHOtrAxoo2zpLKnPOnA+DgYfEJC19zVvfwiTjsmBaOHbuCK25elMJUtLK3gqt0BGOsd4iVAfVOE7vGRcVSdSaqAmysbrhOdd12+ezFi5u6aIeujIIqShjItcAxXiMV80WMqGbT8dzLHFFjWsym7VHGt3iiSYmY4u1UDLu/RgX8XRVjTB5d/KAWYdwYCI/vrY1wjcPmAbr0PF1LUo0AhcdfkfnDMfrbc28VJIkiTrYRYnwrn3Qq6ok6XYxEWt1YUCwMVmbZTk7910JwFMPPUwnNUylYeL3s5yV0RDf8Pkr0YqWVW7EhbIgjXioHTt8VuMbjXah0KgJDV1OhLsEHpNc1JrsZVJYND0z1wqx7dm7j3/5i/8GgNfccS8ry2vcfEuQOehO91g7dYJdl4Xikk/+9Wc4e/wg23eFQqS1wZC3vuk+ACqR8dT+h9i1J1Dknjn0CIOlEQsng572zm0z2OjQ5ubn6GaTcn0hBCYx7TgJJEqIVgog4O1R36ebIT0trc9GzZRWrllK8k7e6tN7T6sVlKYp1toWWjSpZjgckcTesspocL51zHmetwV/zaJgWoqwD/r9duLQG2fZOOwGDkzTLDybcZ4vrizS7XZb6Qyj0xY2zdKg3dJ0AKvqpdAV6yI46uzZs6QNjXE85PiJgGVLIfjlX/hFfuYX/mcAlgYr7Lt8N9dffQUAYy9YWgy1F29+85tZWap56tFHAOjPzlBVFft27wLg1OmzLJ07z75roxZ+voXrrw3Xd/TYIQbDkn1XhXly43U38FJtA3LZsA3bsA17hdgljtAnCmkhWPCT5sBC0Cgyaa3oZponnnkagAceeZwTZy+0srDOO6SgZcWkedoWy+yZnWV+5xaySDXclIcCnoa9Yb1H2ig3YKAqxm0iJskyskxiG2laLzBC4GKSxyiPjX8nQoesftwnpM7iUG1nFJWnLJ5fpB+j+243afunCu+oBa1Mqq0LhJhUmVbjAqMkddMTsXbkedOcV4aO501iUCjAtt3GhZ90hFHKheKgppFzFL5qGmkM7QiZiEbBGIXCVVHwzA5jJBO2hDMzs4y9x8a+jcok1L7tp42rKqbiVru/YxNPfOkhZIzIU6XIVU6/ocLJAcOY4O5nGdNZjzSKQ3W7KUjXNghHCoScNBN23rdRnLMOJWS702kaCn877Z/9vTeyvn6Bf/QPQyL0D3//j8hMYFBsnu7z1OMPc/c9oYPR3a+9i0//xWGOHj0KwPWvuo4Hv3icbj9s4etynbNL4cYePHaMvTsynjwU+uouPXeKQ08+zd69YSe6srDMbIQCLGHHpBsmlMnC7jgWC1VVRSfpoGMUPjM7O0lCi0BmbKL5siyDOJdp1O8ITVvkJKJuoI1GYKvJc45GQ7K8R92U89chIdoKfWUTmmnDDmtMCI/wUSKDWCzUKJ1qTeWrtlmOdx7nXHvc+fl5nHMtFBekumPifzwOVaZxR9jr9RgOh6zH3bDWmrIcsyvukp47+QJ74g7qwP7H+be/9G9YrIPC5fXXX8+Jgwd57NFAHT23vMK9990LwJlTZxmPYXE5ROxHv/xlFhcWmL0iigRmhnPnTrElygicPLPIiWOhCOnGV13D1PQUWTfMmw984AP8yE//b7wUu7Qdi6SiiH+LOlQ9NpKXUtC2SrPe4XXC5vlwQdLVZInByFhJKjyuqul1GoU4j453s983SGFJIpbdMZLReIBsmB7CI82EFXHx5PW2okZM8DTCw9FWjjqBafQxvKCjM4xqqltrKrsGkXNLXZFlmiTimKNyRBo568JLGK2DbjoYpZjEsLIc1Ak7vSkKV0GcwFInjKKsbb/fpa4qZOPUnMXWFteMowdzkZ6M957RONK3MkWNoIja0AkKhMemjdrkoG3G7JzEJDll5PoOxiUm6zGODbPTosAr3XanEdbTj9TRqd40l23fyZGTAfvbsmsXhTlDtRQm9+pgnSu2BToeRlPUNa+7M7QEExqUAtvARs7jvJ3ABUIwjCp7qTHUdtI8mJeBfO7S2jLz811mZsODu7q8xp33BK2Wz33pc/R609wQGz0/9LUHSTqGu64OrceOHXmCbtbj5jtuA+CDH/ggN94d8PT3/N138rFPfJi3v/vdAJzf/yALRy9w6Gxw8JddtpMGh5vpdvE+UGkhoJpZ1sXGRTJNErI0pRdrJkwycdZah+bLVYRYOp3OixgyAAjRSuDW9YSZopQiSYKUbfNbSk3aC2olYnX2i1kxEJ5BrXUb4IGlGI9bbaHEJLjEt581F2mlj8djFs9fYMvOIJlQFaFFnojzwqQpdbz29eEovBePk5oMm9rWwa+sr1GXBWfPhhqKcVG2c3z7pm38/u/8Dj/9Kz8f7vXSKlu2b+GFEyEHctXlV0AjQbK2wtLykG6kQ2qT8Nr3/gAf/fM/B2B2fgrtBScj5fHue+5hJlbrPn/8OZ568gluuiPo9rzxjW/mpdolfgI8xjZJUU/tRMs1r8qyxa6xApNoKhGcycrqEF9bRqOAoSdpRpomNNUO/V6PLPbc7PWm2D6Vs2kmcEeLcUUnS9r2W9LVLbe6KkuyNEPGVnB1VUURrJhMSTJAUNUx0ky7rfSsUgaLw4jgXJyHLMkRcUidrRBOYWMCUksP0bGWdYlWSRtROsCur9PrByfgtSJBsR4pa9KLdkEaj8ow6Yum3DpSuhp+fJJRNdFOVZNIg08iXlgIdG0wjS4MLvDum8STV+3vIMBRtfxkV1cM1pfbXZLq5IyHo/bBlr5mbS1M7Nk8Zeu2ra0eyP6nnsZXFXOxSUIxrllYbfpBhnP/2oOBr/vGN91PdyZtE0JahCitwdS9d0EkjIi6XsRdbgTKvp3W6SR81zu/h5/48Z8FYLo/w6nTISm6ujLg9fe/gdNnAu6Nq9iydScyJveXzpxhMKrZsSNE6D/0Q/+AMyGw5I//6Pe4+bbXsv+BrwFwZP+jXDj1Ant2RmlVKbDjqF1iDEkyQVNNFnSSurHHprAOjKLXyEhr3bbxgxdH3VJKpJSsxUhzamoKhGh1YKSUFxUZBXGupsVhVZWhp0HE2/O0g5LjlqrsvAXXYPEeX1tcw6jFo7J0UsgHLb/dWRt0n2KgZQXs3L2bQWxhqRODlqpteCEumiNZmobWjqKh2+Y4X1NHv5RlnVAXshai8F6vw7ceCxG4ryqwiiPPBCmApJuzOirIOrGgrl7n+SjyleqUV924hz/9Lx8BYMeWrZxZOM/Yh2d6NCroTjsG62Hxe+yxx1leD8ec3TTH1m1beerxIOswO7eNl2obGPqGbdiGbdgrxC5phC4QWN1EyqE9WxPFKaPxTcs1PKvra+TN1sw7pAQfOYKVLZC1II3VbH3dIY9RzrSSbJve1GbaVaYpvcXGks7EgIur8dTsLOPBevvZMydPsOvKK0lEUzRR40WG4qJGE1WTWZfYylLFLVbeSUFKfKTxeRRaS0TE7tbrso2QsiQJAkNFPMc8qNsJGaOe2uKkZBS/a3SAkQC8zBFOkET8cTQckSQZOmbthRQNa5FEGJSrUbaBqixeOOpGvMsZrKvJI/tmbTzEy6a7UY7zBt9o4mID/pk1hUcrSJlTRVqjwOOaitTxMpt7NYfLECHddfutPPTYQdaKZucDuorUtiTlwqkX6HbC2CwsLDA3t5vaNtcjY9OEKJ/rLmoWHMO5Jvq6KMj8ttm+ay4n789Q1zG3koYIEODt3/Vm/voTn+bm20LHon6ec+rUGTZvj9v9lRV27txJEuOsZ587xTDON18VPPHMM3QjzW88HqO1ZmUlRM6dXrdtE6eNJknztrG2lBopJqJZnW6XrN9tc0UutooD2sYRazFCnZqaoq5rpqcnLegmwhFhV9TId1R1jRfyIvncoJ7YNIgZjUZINSkm8s5TRDgmT1Kcnwh3GWMoiuKiojEXlPOYSOw2TS+8rRkWRdssAw+D4doEJrJBHgBCfs5eBO1UFCRJgotqn1IpkjQlizvR1aLkdbcGCOzzn/kMysPhg6E93Rve9iYWz19gbTEK9CVBRgBg09bLKKuSt7/lrQB89rOfZufeHeRRlrdrUtaWVtCRBXzXPdeRzgbI8pMf+RTjtSVuuDlAc42o2kuxS8tDF7LtPFPLgI9OmhPCWpycaZLS6XQ49lzY2qwNR9hqUvo/GI2o6pK6Dhdajta45ppA7bls+xS1LJGN9KyQSOcxEX9zXrS60OX6mNrVqOiU9+y7NpxfUzU2LpF+1GKMWqpWBdBWwcG5CAtVpAhbYdJmGysRziG60eEXGQ2Us762Bloh7IS2WNmSfi88NMYYytIy3Q+w0Wi4PnFo9QiEoho18gXxwRjFBSsboxverx+DVu0iIwDhQls9ACdDkrpoFg4xkSEOSWbfYpzWWqSXuPgAeqEhkZRRJTFLU6yLzj2RVMWIuekwvc6cWWbbpjmOPx7aqY2HVUsjlXXN5i3beO5s0A9//MABdl+5o60FSL3A+UmneCEnNEWPDVhX07FIXITzfpts375r+IVf/JUW4ivHJXff8xoATp44ylve8p1s3hwSYesL5zm/sEBvKlQqXzh9mumdWzl2LGy1k95WbrspUNf+lhVe/9Z38ud/9DsAnDu9EpQ+XVPe79GRCJB2E5Q2bScuEOTdTgsz1N7T7fbaln0NrAIwKsaIelLRbcsKY0zr4DudDlU9Sbxba18E3QxG47ZmYn19HWehGzVlyroi0wHGDK/LNhlb4dBKtZRG3Z5bUzOSUEU5CCEEw+Gg1T7y3gdqcsQbKmdfdE1r6wNMdLRCKXSWtgqGpatRJqFci7UoHnxtqRv/IWVbC5CnOfP9nK9/JXQWuvL6a+nPTLN6IeiWD1eHPH0w9IvtbT3NlTt2BelE4K577+KjH/oQ733v+wD4+Ec+yn2vvY+z52NeaX2NB770OQCuuOIqnj9SsmVTgNO+9NUv8VLt0pb+4yccae/ig9k0LhBkEXtTWlGXtu03miYJg3HJWsSbUpMy358mi4nBK67YyabN8bOZpBrXdLOIr1UVMkmxETeXUrQZ78QYFJoka5KrmvFoiInnNPYOWRToqO8cap/iZC0HJDojb86xHuPThLqRzyU4TzGIk06DLRr+u0dbhW56mboKPBjTnAfkiWG1CNdrlKaK7fa8Dnz3OjaW6E/PIKUgbYtKikkSV2ZIIUIjEQLu73zd1gJokeKFaxcLaVwbDShnqZwnBv4B59W6TVxn0zOMVy7Q9K9bWzk7aQDuBNO5wcTFYceeeRYXTrFta0gQnXt2FRcj8LF1JJlpdy+f+vinuf+e25jdFJxeyDOIiUiT9y2WGlr3+VaTvilS+3ba3Nw8ovCcfSHg5jdfv4eDsWCkGA64896beCz2laxXl5jfto3BStDFXxsMuay/mfNnw2u9aY6DT4VCoj27L+PcC88j40L3nr/39/nVX/wlipiX2dLtcm41zJe1cYXwy0xFRytkYG714hhb5VhbW2c2JuylTtvkt0RQ2pqyaiSlBfW4aKUAls4voBLN7Ey4l07bKKoVOOt1XbeNKLqdPr3eFAtLIffV6YR+CA2Byah0Us5f10jpKSIOXhRhobFRzqAsy5bdBKFmoo7fLcoSrROGcSyUUqwPila8q6wqFk8FbHtqfpalpRXquHtcWljAGNPuKgQCW9dMxXJ7owR79wSWS1mUDEdrXH9NaFJRMKavu62O0tT8LDOxj+uOy7azsHiBbgzSzp0+RyY1zz0XmCxbt23jj//rn3D7bSFhvml1G7O9UAPymtfcxcnDz/DII4HDfs+99/JSbQND37AN27ANe4XYJY3Qrfctt1q0MrThPWUnCoIra2ukScJfffJTALjSYn09aV+nBaUs2RIjEFdV6AbZcwSYIXacR1i8rS9qlSVJdFN6PEKrlFEUfhqPLDrRHI+Kdp3eNDMzM6zEiMOtW+ane/F3PUVdtM2abWeKJNMhFAfwDis1ykT2STXBwqwdg4Y0DyvyuBxRFJNqvWI0jCqC4acq71oFSOd96DQUt7W1gERKVBN2+6TNRbjxANfpUTdSAAiMzpHxuLVzOKHIRFMLUE8ErrwPUFD8rlY9lHNBuQ5YWzxLMS4wsZLUyQ6Va9rVOUwKuQyRW31uDe9GLC0GWGXbpnkurARGjC8KlBdsjjLDJs/QWcq5c+cAyHsdhusDNkXJWcdFKJ0I/2nm0stBm+vsmUW63ZSrrgoVgXXtmJkKFM2HDv4Nd75OtrmTo8cOc93Nt/LQ10KjYGsdr7njDupxEDW7+XX38PEP/CEAp3uGLfOrGB12Yu977z/i6r37KOJvlWeWSSI0uD4a0uvkrEUmUXd6njRJSSLUtm/PdsbVMfbE5tRSSnZuD5Q/jUBJyf/J3psF2Xad932/PQ9n7Ln7dt++8wRczABBCKYoUiZFS6QiWYqsRIrlOGW7KlOVX/KWKOUocVVcUVkpVTmxKpFiRYqsiJElS6ZFU6TMmSAAAhfTnRp37rn7zOfsca08rO/s5luQKteFinXXE8G+55w9rL32t/7ffyikMh70+7i2Y1hlGLjDdwIOxSTM9/zKdkNj7HOnuHdeFkzyCX4VJmF2F1MLYNf1KsVpPklI9JHKtMgzDJFFtAtlSekdmY95gV/t1FzXpTscMZFj3j/skCUpEzHv2zrYp5R/W248YJxmZGL8h4Z6LaQvjob5eMRMs0FdNBTkGZHAJsPRgFa7wa7Qb9v1BRMKIw/q1WvXOCfQ79rSAveSjKhufnd+cYETpy6iJBEsbtS5cO4MUx/s2zevc+LsBXP8Ow/4zI//NH/4+d8F4At//Ef8wt/5b/gg4+HSFvURjc/2RPQiJ1RqKjm7F3jkWc5IMPWsUIaDPpX3lylty8ETyuNsq03kTv3QA1SRYctEsWwbRVkJgmzXruAXx4tIkjEPdszi8f7WLkWpK55sfZgwvv2AhvBDa6ogWzXuadFMC9+30AKFQJ8gqdGYkcatsvFsjc5kW5jmhnwvx2DbMBHqobYtorhWCTCUKtBlWcWCUY4raltelLi2U1HFcltjeR662pomVRPUCWLKUlfNQ2NhoBmLL7nSNra2SKapSpaq4ulcN6bMJxVtMU26xEFMKlSwWi2mLFOGXbNIe75PIA+fdi2SJOPEGSOJHjoz3NkfUBOP+ndu3aYWCQc6ikDbjERoFGQ9ysylXjPXPI5rNGr1Cs7xXbeimKEtLMupzs/5S7Df/NVf/Z/IUsXjl8y2/EtffIOf/CnDM//rP/OTxPWQ1cVVAFRywPzCKoE0Oi88dpFu75BQ4MJXv/MNatOkrcYcjqOqvst4XLI3ge6huZeN6EhwdfbcWTZuvk8tNNd456BHFEXVfNofjojqDbYODEQTey5X3jX9jUYtpuF71cuh2Zqh3+1w4ZxxFFRpwmGnV/1WvdbAEuquZTsmnk60GJalGfa/P5XIQ31foVKWGZ4UJh6aQNwAACAASURBVIMkodBFBcVZZUGBRZ5P6bkuXjFNQkoYJhM6QvNTls+NjbsUskDsHHaoxS2SbOruOWY8Nsdoeza6UFVDVeUZ/bggiqfHUbK9v0UgWo565OM7BgI7sbZMf9hnXjQG1956h8eeerwSDI6HCbnoRd567R2ubVzlMz/xaQAuPn6aP/3jLzCeM/P6seeeY7TbIW6Z4sryfU6dNNYZ33rtW6wuXeD0aQP11CTR6oOMh7qgD/ojwsDclMkow/ejo6xIrSv1Y5rnTPJJ9ZArUrSyKxZDy2/QimqsrBicdaYe4k/9WfKMIs8qfrRSxpjHmgYLlxrJjWB/74ArNzYo1BSLK7CwOdg3eJtlW8Rhkz1Z8GvtFm/dvgeYyuTk6ioteeBm55a4sLaCVkeTe6R11VC1XRtHGCQ5mjK3K4eSstQEocugYxZH13PMhJsu8FpjTx+SvMAO3crHIjk4ILEtIjH28t0QLU1RBXiOTSKNpvF4QhQ3qaBmV1MmJcOpSM8qGGWmOoyiGnmWV5MpcjxSZVOTLn2SjLEtjVWM5BzGOFLJlMkEy/WwRIRUoyRqx1jCmJmfX6IvFbpte7guaKk0F47Pk5cFLRFh2Zaoe6cVltK4gv1qbSjOUw+caTX3YQ7fcZmdO8b7128DsLwQV+ZOUehRZBPWL5pK7Jtf+xKjYR9VTBlYAXPzM+zumvn35PlneH3HqEjPnDmDpTM626Yynqk3sPMUXwDcIkmI5dl65+23WVpbZWfH/FvbcUkmaeXVfXxxBidPuCuRjmWuWF2QF2hthnfu3Gf6YB6b63PqxDpf+8Y3ATh/9gz1Wg1P+j9pllQvfcfxyLKsYmeFQYzWBVru3ShJqdUiEsG60zStPOy17ZAMRpVPj01Bf5yyKZx9LRx3gASH7d09+hP5t76LbXncvS9e8dhsd7eOGu+WXdlP1/yYSTJkdsYUZnmeoMucJDli/NTqPomwXnb3xlWl8NpbX+Hy45d46fTT5r9ffZ3TF04xP290A7X4Fkqbc9vb3+TFj75Ab2Cej3GyySc/+QmuXTGcdmyLjfu3qR+a664txc275lx/7LOfYeveHl/5C7Nze+7pJ/mg4y9BTfNoPBqPxqPxaPy7GA+1pHnjtVdBoAPPdiVyTsplrVFTfrGveOvaW9y6b6rhrDtB2zahZXBWVyvmophj8wabnAkhFkqjLsAP/MohtlAKJyuP2DWOzd6B2UJtbO2hCgtHgPy5emzoXlM1q21TlopAPEpcHJpCwVKqZOewg+xa2R+lXL35Livy95WleeYWjjHfmrq2FViyc9KJSxx7ZILdu05EUiS4AisUWOBATc4p1SUT6cL7lsVk3EfLNsMJPEa9HmUoW1Pt4PhTTNklLRS5QDtloRmNEkY9s1WdULDfHzERZsG4n5KNzTHV2218PwChKdZbNRrLLZ47a6LVHNvGtetENdkpTAYoSWx3whBVZDSkcqvXbCJHsbpsqqK9/haB+Irsd7s0mnEVJKxKm9Zsq+oJ5EWBazuoqRLWdY6qONtGoyocdroD+jDHxUuPc/XNG6wumXPd3Tnk/oaBM9ZXfpjFuUVuCY+5Ec/R3d/Gk3mf5QVKlcgOnl7/gFOy7b763nsEvk0pqUQ//PyTvHvjJk8/Y6r9yXBMKf2O0ShlZaFFJuyZAptJqsT3B/a7I+qBSzRld3kOu/tmTjQaQ0I/qvjtG3fvc+32fS6dOQnAzt4+4ODIdnky6BGFsouL64ySUUU5zKVnlGXiOyS0xFRgiTwvCUJzTMNBD9syugqAcZFw8+Yt9mQn15qdrwJSCitg83BMd2jgpqwoSHNFKMcxSUY4eLj+lHKbV1YGg0FJ6LgoZTDyVuRjFw7NlrkWRcsj8Hy60n/QhaIjVbZ//Dj3d7vsyM7miWefYziZ0BYaqht6jOSZnptboNfp8t57twFYXJ3nYH/IvS2zphWvFBxfO8PsjDnm6zeusTZnGDHNqIa95vD00yYkZQpDfZDxUBf0P/vSVxmnIqmN6gRhSC77/5nZGrHckO6ox+bmZoUTW0qBtvBllW5GHjONBk0R1wSeRVlOMXMXVFmJh2wFpetUdq2H/R5XrpsHTLkuaysLnD5mGkJzs7NkWUIpmGw6nqBcxf1dA4X0Rwo1xaqTFDcOKWQR6+zt4TqwIza36eYOSaYoE9PMizybhhLhR+RgZcnRllCbWK9p2puttZEui2eJbTs40kxW2oixMi0mWWlAqQrS/hQILyof9SCu0d/b5yCTBXyk6e5O6AvuPxn1GI4nuMKdr7ca9DpmEZgdZWhVEMjDueKtsXdlg9Ge+ftzzzyJ7+iK8ug4Njm16vgdXeJ7U35yRisIKMWLx3YtMi0JTIFLmZe0xWc9yUvKokBVifQOStuGc44RE1XLti5wbLvKGC3+f0z8f9fjxacNxnzr+i0uPnaOdGgWjI+8dJrJyHj0vPvm26ycWOewZ6CQLM/wPJvx2CwYjdllHDxWl43UezKZ0KqZZ6JeT0hGB/QElkvHQy6eWOG4eHE7jk0mc7HUJVg+7aeMgGk0GtMdDCnEamLYy8jsBN+eYt0WSjIbDw/3qEchRWm+q9Vu4DhBBR2gY2a04l9+4YsAvPzcs1jazCff9/G9WhXZqLUx4yr01K/JYjSaHNkKoBiPBQfPc5I8o9sz12rj3iYbm13iUGC8TsK20B9z7fFgexdf/qYzk1s6Ss1nLaXx6xaBkCxUYdEQ2KssCh47e5Ja3SzgrSimEYQ4Ap0WoxF5mpJkBicv0SQCB6a5oj7b4o//xR8D8Mv/43/Pg8PbLDXNy/v0+hkOh+b5iJtN8kmPlz/+cXP/2iFvX7nO9l2zoJdZyaUnTvP6t74NwGOXHq/WmcPDfcpSE4rFxeyi+B59gPEIcnk0Ho1H49H4ARkPtUI/HHSY5Kay7I97OK5fQSF7Bw51SUE56BwSOC5aSlaFxos8hlKlekmBZVvk6VTQYOGFIpJAmdTxaWiyY5NmhYEPgI0H92jVDdviiXPnaDebhJGoLm2HIAgqO9bCj3B8m0YsmaOlZlsSR8bJhF63QynbusAyZlWDA9NALWp1OkXOSLZ6S7NtxvnUMbFJGAdVtqelQ+JaTJJOAy0sijwBETEVSVLJp7M8J58cNWqwM1SWkkmVN8xgKPBMt/M+mcrYOzRbxP1OQjoaorVUPcUEqyxxPFMlDfd3KnFXFgbYjl05U+pJCqVN/9BUY9/4+qvMLS7w2GOGyaLKFL9SlRZYUQMlwqK5+SYrC/OUb90GIC8mVTC1UiW277Ellee8W2PQnxAt1uXeK5QqcaeufKqo+uiOI1DMlPViT5WRD3/cvmVyJz/1V55jf/+Q9TUDlfT2tytYYTQa0h/0qAmjdv30KZJBr5rns0vLdLo7LB8zlMd//D//Go+fNzaun/3p/5Ar39vk3beuAaBVThTWyWQXF8ZRtUPxgxiFhScVXonGTxLWl833YmlqtRqbIrYZ9vqM5Pomkz79YsKsWPHm2ZBa7BljKmDYy+k1GyyJKdj27i4XJdjEWAnYTMTNs9kMSJKkgoKIIQzDyn0xS8YV7Ngf9EmShHs7prG5fdBhPBkxmkyD1ftk8lwOky6+61Ak079posCpmv3tVkSzEbG+ZthEWZqzNG92yrg2J9bWqzAMpQp8x8UT242RbzMe2sTldJcBqezKh+MRg8EhT10053v3+lUax1v8g3/4KwD80n/wc2RihZEOEyyr4P3vfQOAz/3Mz3Hm3Gm6B2YX0XmwQxjHRMJw8l2PtVWzM9vdecC5i0/w1b/4CwBefe2Q//yDsRYf7oI+zlJcWYh8z8PSoKbrkrbRsiUMXOM13mwYNVq3PKQoS7TYyWY+5LlCl2bipH5IJDxt3wtJ85RCMDKlXIKwRlewuLpd59RjZmK3Ww2YTPCFuTEZD7Asj0ImWaYVdu5UYdWuFzMncnxPZbTXV0lFGTYqLDqHh1gy8QsL0v6IG11zg7udIaeXzKTyfR/LUfiZMBQii0mZU1hTZ0bHZGhPubCuS6mmcXQOrhdUFMdSpaTjjKFs9Qql2O6Yzw1GI/Y7PSZTKCIpSCcJrmsmqOf4rB0/XkWGrRw7TnPGPMgzUQ0vCqjo+1qTpxNyAXg3btwhH44JInMOZ1bnK8m37QjsNfVsVwrLHeOLh0xkuVWotRWEpJO8oomVxZBROWEwNMcURwHDwYhAZO2u51YwT65LbMsmEAvjqXPnhzF+4iXj93Hn7iaD7j77Ylvx3EsvMjoQtkkQsjA/w2bHqAUvXn6SG2+/XkF8x4+tYrlw/brB2H/iR3+UXmLmreu6PNjcr7bU2rbJs7LyPM/zvApnLsnJi4I7983if+bMOcpSk0wTo2wjy586Gc7PzzMj8ynLMlzXqUKSLTuiyFMi0QnMtmc53N2uVKeNeoOhKEWbfkCapkdxdo6NFwZEognJ8hzHcegL3bDIU4pM3AfTjMFoVCWYYTnEcUQmcEdZKhyZe3XPxfIBcViNI3NdZ8RhNQ5rBL5b+bcofdRjm5mZoR7Hlerctm0shwquQmk8x2Eo2pPQ93GnOoeixNcWDWF+Xb/6Lh9Zf5nLj10E4KB7yEA46rbvEQQui7KGfeWLX8JyXcZiOTAYD/nyF79ILG/3/cMDxuKSOsrvUZQOzz3/ovnb7n0+6HioC3rddaoE8NjzUUpXC4TtlozFLjauxexv76GKqZ+HTRyEZO6U051wMO5iewZbCsOgeshLNNpy8Dxz0bMyw1eKcmIu9MryTJUDmo1TsGBLaGJGqq5J8yNxQ6msKmXedgvy6S6hVicvUrQ0/jytqMcx5VRUMRxg+w6+TGZLlyA7gczW6EmCFuqXTjKIIqarZ6EUnueYPEeg0EW1gBdZji5VJfwo84RJASlTG2LYOTCLQOdgByyHULBGFTrMzB7Dkpi5hfkWTprhCV85HQ7YH5sXw6gWM9+IKitUtxbg+W7FyT/2yY+STzL2t0xFdSvNOHvWVKWoFNv2ySWfFJ3TCOvMz5kX2uS9m/iC2WZZge1q6nJMi/NLPHj7PQ5nzK5oaXGRWlCjkJ1CnqYEspMLPJ80zyrZ+nRB+zDG2+++aY5P2QQ4nJKosTIrOHPG4Ou5ZdHvdhhImEIQBgzGA1otsXpOU/a3tqiJT/l8Y4ZLC6bp+Vu/+b9TFBmpCGBcK0ZZLrtyr0vLYiyLn2sPjNjHMvf93Zu3Ac1ANBGz7Zhmo0YiDUhbFVXeaBRFOLaRwIPhcLthcBS+kme0Wo2qyk6SCdF0V5dlFYURjFe6HwSUslDNzc3R7fUqjxXjEdOT70nAspgMZSF1XazSYjLtZ5HhyncXRYHjBczPmuvWaDSIwoBAdiT12McqqXoGWDZzMvfev7VBEITML5pGpu979Ht9XCkGijQ1NgOiRRmPx9Wzl2UZCs2y9NwGeYrWHivy3/mkoCY9j/bcIu/fvsZzl420/9U33+DCs0/TPTALuiqg0ajzxAumEPjGv/lzzj9pREmPH19jbmmdN98xebEvvfARPuh4hKE/Go/Go/Fo/ICMh1qhN5tNxlOMKc1wPYdIusu+5TLMZRukFK6l6ArtSluQFrqqCqIwRuuy2hamSYovb0alNZQltnuUeF7kGQ0JffVcn0LoT7gFURTSG5gtsdaag36P0Uic16yA0tGMJbhBWz6eRKXZtoXre1XSie/64LmV0CNqNUgzvzLGwrEYCfPBd0e0Go1KOGS5Dv1kgrgE0GjWUEqTWVKFFyXF1IXOthgmY4ppSK9SjJOEPaGddUYFtgiljq2dA+8owb17uMcky3EKc523thJcx8UWnLLMVZU6FPU63NMpq8um6nY9zdJcmzgy1Uh/dxtthzRnDHMHpSkEmnIcCR+R2WVlHn5zlqUls6OaW2jjC/zZ6Q1YWlhme9skxGxu3ubO5h1OSdV36+oNFhbXOUiNo93cTI0jA1eHKHAplanMZoTJ8GGMrrn8rB1rsra4jC27k2atzntvGXOuoaP56MeewZFd297BPs1mg2Fu5vk3Xvk2H3/5ORaPGYz23p03iXKzI+r3epw/uc719w0Ge/v+FvNLy4gbNaOs4MZts9O03ZiD3iF1YQ5tdQZ0h5OKKbQwM0NZFhyTqjUOQtYWzf+uRx7PPnGJ8cD8zuLCsnlmRZhjOTae5xEL7BD4hoIL4LgWjmcTirUElkkEi0Qk1u12qcURpUj/x+PsyLbXsSmzsrK/cBxFUSZkEi7jeX6l4G62miYoXhSoaZqSJAmOfNdBx2EyTlHuUarX3r6Z8wqbq1fe4PiSqdBPLs2bHo0IAFutFonlMDwwAjvH0pXJl1IlCsXW1gMAOv2Ut2+9z1/5xA8BcHz9OLdumJ2a0gWtZoudfVFSex5BELC2ZnoPW7duUYvq+JY5h4vnzzHsmnlwc3SDemuBtUWDqf/hn/wJP/6LJpj6/2s81AV92O+TT5PZtXFfnEiG5WNL87y0bug/d27vsJsWFCKV94TP2mqYbbjr2YRhVOHkjhdUCd8UGsf3KjxeqRLbcbBlm47j0B+YCxdETTY2bpKLRLgz6NEd5JWfxM72Ho5tVxFUzUaDUlzatLYIbY9ZcRCcazWo1V0S4YdHnoPWDqFgd66lK/vSPB2R2BauwBfWaIQTeAQyqdJh32DFMmFVodDS6My1g+t55GJnmqLAojo/vxiQygI3SgbkvYKx8M4zS9Hrd9jZMYo0y/LIy4xIVLRe0MSTOLp6IyQOY/YPzEtldWUOlU1Q0vRoNmcp8x61tpmgOk/IE/PQ5LbG9RsU0gAvCpugGKFF7dpsNOmNzAJuOzabd+6TCLUSz2O8v8c7PbOAt2YWuXPvNpncvnKcVIlFfhiQJhla6K212Rl+/uf/fT6MsbpsaG6+zjhz+iSvf9ckMNlbW8ZNEzi2tEZvNK48TQLPJU0nNES70FETbMdjNDHzM0uU2ZsDaZ7SGQx54x1DubVrLa5fv093OJ2PNp2h2c471hDb1tgTc039IKLRrlU8/awssZyA2/umUHFsm52RuVfNwOXu5jYXTpv7mrda1OsxoRREtm0am7kUCVEUVRBKEHiE4RGpwLGNr8uUphjHMePxqLIVmEysym0xTzOyLJ2ad1JkKW7k0xI8vtls4Esx5Xsho96QjszrncMh1x9sEgpEqR2X4Tjj3p6ZY2VhVS8RXVpoVVS+8k+ePs7a8gz52Mzdufl5Nre3WFs0dNCFdp2xwJDnz59n4/rVyuVxbnaWWqjJvs8RMnCESuk5FCXc3bwjx98iTUZEbVN05LlJcvrm100C1eHhLsdWTRP34pNP8/Wv/DknzhqF6PPPmCi6DzIebki05RO4ZlIlSQIalkJT4X3s8lnSvplgw/kMbm0SSebmZDKCsEY6vSm4aK2wHQkWdj0sqQ7TMkXnqvqspU2AbCpNDkspLOHJ3r53h72hw12RF3vKYzDsV9h1c3GBE0vLFccdBTURCtmOTRDHHNy9DcA7V99j/cQpZubN+UyyFMuOj3ymkwlpbvBC1QwJvBxb+LnacnC0PspmxOwW8mQaHkHFo9dKYeUptrBr/EzRL3VlwKVdn6zfkWsxwgI2O6ba6A17tOptnhYpca3RIJtMWFs/aT5bKoZSrW/c2WA0GdA5NMc8zAv2eg1UJmEGCxkzM3VyEWC0l2bQ9jTcA7By9NRT2s9wPBgITziddMnVFJOd4AYOhWgMHOCwu8cnz5sqdW29zZtXN3j1mtlF7RwOmMgLVmN8sCfCcmnLwvihDOn3+L7Rzk1DytMkqXzaT506he+6eGJwdv/ONVAWI6lCf+onf5qte1d49RXTFP3Yy8/yPYk/e+mllyhGQ/Yy89n9wz0S5VTNZVvDctvMzdbsArv9DqGEhkwr2YVFIRl0Oni+T3fPzAuyglKuYWeU8vSzz3Hjtmnqatvn6bU1FtvCOipzBt1utfCiNJ4UBL7toFWJLduGoihxLYvAmRps5XieW3mra01lBmdLkMnUFsB2bLTlMBLNhB+EZDJHinLC21dvckzmyNK5RZprq3zhz74MgOW6ZGVJXaLhiiwlaMnc0BZ2GKDlfL/53vtw3cWZOvOWN7m8vsb+gTn/sydPsC9+RfvDCXXPIZcF3Nc2hwcdzj/1OAC1Rotb8mKMnAZlqWmLfa5Wiu37d1lZNaywcxce586tOxTycv/rP//zfOXPjBnhqHNIkSU4TEPiP7jP/yMM/dF4NB6NR+MHZDzkgIuCcXakeIwsjx95wmC06bBLV5I/PF3StBWdXLBSxyXP0kr5FfghyWSCLdtRVInlmDdd5LkopXDFrEulClCVxeegP+LOnnnj3tzqkGSqeuMeZkMc29APAe7dG7Kz3aUtLATHAnvLfO/qygJ2r8fyimEzLK+u0NnZZX/TUIwWVk7geS5DgXdKZQyHAHbtksBWhNaUNtYADY7wqC0cHN+tIsI82yIXepeyACsmEsrmUNnE7YjrG0aB1htMjHUABhPv9nvEsuNYP/kMfhCSSkV4sLPNzvYWSAVVCyLGQm1rxTWefP6lyonyW9/6GttRyGzT7IqiVoM5O6AntgJ2p2Ru1VwLnacUeVqZjzm2RxzPcGrNYII37+yxe2Cuk69DinJEJCrSuNng0y+9xEdF0r6/e4//+O/8LFf+639kzt+BQkzb3MAny3MsYUJMpDr6MEaZmt8uvYjXX/9ulYI1GQ6ZmzH49MrKEo5tE8n9ODzYYfvBDo8/bnZMWivCKKzCFvZ2D8mFcZWXoIu0UnRmPYVrubSE4z63OMf5S4ZN4wY1rt68RUssh5eXl3nssUv8jV/4JQD+u1/5ZV5++WV+8zd/y3z3oMexWYMpTw63efPV7/Cxlz9mjmH7Hlc3NkiXxWajVcf1fcZiDRD6QRX1lhUZtSiufIzjKKLISxxhkKRZRpYd4eZFUWIJPu14Lnk/JxN4RrshsV8nUwYKKUuLjZu3zO/YHp/72Z+pwlX+4qtf5/3332dm1sBeCytLjMoMyzbwxvGTx0GMySaTMXuHKQe7Bo5ZWDtGPQzoyjPf6yW8eWcTTyi2u5kmkQr9xacukjqaWmx2/9t7u/SGPdaE5aLyBDs0a8Xdq9fA94ia5phm5uY4OOhULpXaSqk3YmY9c4wHu3toeQ53N/fQSlHIs+iITfgHGQ91QfccuxKUUComkzELkfCa3/getx+Ym3fmmWeZj5psdM1iEgYRSTomFejD7g9pr84QSkqPa9nY9lGu5LA/wZZtpoMCSzOaGDjnYJiysWlu3rW9PZS2iIUDneYJne7hUeah1nQOdtEH5kUTOy4zodl67naHXDhxHPe4iH8yOHXucW5dN02R3a0HzMzP48kxluMxG3fMNm5+boFauI7bN8fRnqkT1EKCyPxbx4rQTmm+VIYjvF9PaUpdYkkmZxYWfOeV9zjsSTyXbVf0rU6asHb6LCOhpyVZyl+88iqNeTMBtzY3UcrjlQcmUqtVbzMSXv2nP/4J7u88wJaX6F/7iR/n9Teu8PZNgwm6rmPStaa5jl5IOzdbaau0cCxViTe0pQntEk9eQqdXWtzdMQ9ULxmb5rdgtP/JX/0Ui5GLrw08c+eLf8Dp+Z+i7Zpz2LJiJvIgp1lOHIaVLWyRf3jS/+kibbsO9UaLQrjZ6+vHK95yUaTsH0xwpDnZbszhr4YMpaPaHRxguy6XnzIL/Le+8TXOnxPo6dQpvv3FLzGcmM/WQo+m63Ns1sAoF55/kpo4CPaHXWq1iEyel/5wxO/9/h/wj3/tfwFgkgy4tXGdi+dOApAN+yzNGMx4LjrHte++wp0rJi3n0hOXOXVqnXsCLcb1BpPBiAX5LZVNsCyh8gp+7EwzebXCtlRFLQ/D0KQQTckA1hGGPhwO0XlBICQDuzbLOE1YFCy7f3jIhccN3/vi5Sd447XXuXrV8Oz3Dns8+7FP8InP/QQAv/N7v8cnP/6jUJjvvv7uG9zdMvPp0mMX+Hv/2U/xW7/9ewAcPHjAYWefCwKVHmxtcW+vA5Z5Fu90+pQjc37XHxwwV6vh981zOdsKePmjH2VL5PzfeuWbPPdDLwOwe3DAsy88z4M7plG9s7dLvdGk0TTzfG55HscL6e8a2OvKq69y4rzxSdq7t0kcOEgNSrPxl3RBT7KkUvmFYYRTJriyaDV0SihV9s6tGyzM1WHrqHEWRTWmupG4UcO2LVrBUe6gLqbBsw7NsEYqOGupNDpNcWWy3dreYCCTKMsLJuMh/d6RpwVQRd81anVGWYYtE9C1XHKZnLWgxjvX79A5MJXKpcdOE8QFl54zlc37N9+lu7+PIz7MGl1lR6aThN7OJnMnTgLQHacsz9axpifoa9yojlOYzwZ+SCEsgyJLcbMcQnOTt+8cMp5opuR6S2v2pHpaWF9nNMr4+iuvmWs+M4d269y7YxblXGnaM01q4sGSFknF/f/nf/bHJqxAqsWLp1ZxRime4LLXbnyFJ558gqb0RF76oZD1FbO4WOUEm6KqkNAKS1u05bp29varwF+7KGnVG7RcETSpAafOn+bbf2T8MuJ0zPDOdZ6/bK7VW1/fJ5JGc2iBsjRjeQl5woz5MMa0V2LZNleuvMfTjxk/9FGvy6IwgZrNBqWXYclCM5okYOU0mmbRch2LJIdTJ406dOP6PM+/8AIAcwsrfP6f/hbLremcbxM4PrNz5prr/iFTpHU2iOju7NGWJltca3LyzKlKeJOME06snWIifPj+wT7PnjWL5dLSLH6ZsnnNVMM33noHypzajMGgN+7cY2VxnlBCo4u+wpedZuA6OJZhqACMxiKycaQYkWzSiQiLxqPhVEOKZztkoU85Nv9PI64xTnK27pqd3NrxlSoc50v/8vNMhgkN2Yl+9u/+LRbOP07gm/nmuZqNa28BZp784R/9EfJ+5ZuvvsnmTqfaxXqeg8omrJ0292vWt5gMBuTCkts9HDE7Z6psK2ywvX/A5z7zwwAcbN7l1PpZNu7dumw/CwAAIABJREFUBMBv1BmLLuDSY5eIorDSlly4cImbG1d55VtGOXruwmW6e9c4FDbNYDjClx26bRcUqUMoXkgPHjzgg45HGPqj8Wg8Go/GD8h4qBV6VpZEEoRsuzZW4VBgqrZxnjMv257m8mmWThznX71tqgRdagIvqKS8flGwMr94JPW2jjr5WZKSFWmFE4dBTOE6+GqaXlJy/Y6p/PM84Shhw0AsQRgzP2OqniQpePLCGr/zO2Z7duGZy1wSmW9RBvzyr/0q771pIJbf/41fZ2VpjpMXTEq764YcO3mS3rQvEAQVU6VIUnICsulv2w55BnZbKkzbBZXjesIs8L3KY6Vf5IzKjFDSf/a2tymsAs83/3a/e8jSynHzO6Ocb71xhaBtKoxJNuYX//Z/wW/+018H4JOf/GtsXH+Pn/z3fgaAuYU6N9+9CsDXvv1Vtu/uk4tfxrvX7uICBUYZWnM9GlsH/OynjYqt7tuMDs25RvWIQoHrmWvuWTZuEBLNmR3KU88+z/bg3wJwcNBnpj3Dz3/apPo42QFWr4e/Z+Txjh8TA+MtA7mUeYElkIvne+iiJHWEGTGNFfsQxtT+t9losLZyrGJGzc/OVrYFulScOH+Sd18zVZobN/G84PsUtQ5xEFS7y0YcMh6aiq9db3G4c8DzFw1LIh8n1MKIUDjed3d2GUgZ2t3vcvnMGqHYVHT37xHHEYtS+Xc7PUa9Xfbump3aU2fPoAUnvn33Kv/l3/+v+H9+7/MAnOjusbS8wD3huH/iE5+kLBIOt0zl3Ah9bKEAer6H5/v4ggXH7RkmWVrtHGytjGWv4OaT8bjilg9tw2+3hVpZFimNWoC/bLD9pblZfvef/Z8AXHz8Gf7Rr/9Dfv93fhuAJy4/RqkLct989vKFC9y4eYtclLKf+rHPsLtljn9ucYWVlSW2dsx/v7txlU+98CyWUG5tCpbbLfpyzK7vkwrT5nB/l1bgcOXNN8w9iTyuXLnC+adMdd+abzOQcI9mGKKzgky+9/zZc7z77jsMhuY6X346BtsnFyrv+RNnOH/euGNub+8S2C6ZzIubG1f5oOOhLuiRH1Up3lgurhdUsvOZuRV6U4FI7DMZJ8xL82GoC5TtVQ9G1I5pt5tVjJTreSQCSYSBy6hIK1+RJO1j2xGlbGc+/sQlcuGSf2cjwXFsHHn4HMfniccvkQ7Ndy2fbuPNtLh42WCazVaDSBbOQWLRGexy/inzkPy9//Rv8af/4k+48b3vALB65gyqiHEreKCkKckmyahPFIdVk3cyOCRvxViSRxqHIdpcIvPZyK0awGns0O+WbL5vkmwakct8o8WBYNKPXX6CO/fMw3bzxjV8TzMj2+XlY5f5lf/hH1QUrfubd/GbIe9eMxPmU+sv8sKLRoo8tzzHW9/4KqV4Tm/cusMwGVfWDadWTvCpF59mRTDcKAhxG8LFjh3Ggy7OlMZouZRpzmzDnFCnWGJJvOzv72aMet0qI/XY0jLD3gNWTpprlXZ6HI4LOjLxfVczFt+NNM9wLZtIdApTifaHMWoSmbe3u08jjvC9qbeQW/V3wtCnGCXUa+bF5oQ+h1sDTp02DeB6vc5oOOa9d98C4NjqMtevGZz4zde/R6MRVXbNJ08sgbKOKImzp3CkwXad90nTlPlFc11OzR4nL3Lu3jMF0n/0uc/yr//0X/GLf/MXABgP+iTCtT52/ln+78//LoPEwFi5nXKwdYdDeVn7FCjPJZr2e2xVNXFTgTanuLjrusTfh5OXZUkU+Li2mY9ZmnIgkIPvuKRFzrxASGmhaNVD5tZNcfK//a+/wdqKmROoAf/tL/99IrF9zr7Yw/XrIGlBLSfg0tIKNx4YbHt/f6/qY1hpl80b+9QFXv2RJy7i5Zqe+MxnuKyvLxOF5tqNBhNSoQ9rLMajISviW768vECZFxWGvnb5HKFYM6giZePmDRoCTf2bP/9z5ufazM2b3kNplaTphJbg45N8wuf/4A/M964s8ODufc5fNlYAY7FD+CDjEeTyaDwaj8aj8QMyHmqFbtk2tjQnKUG5Cl/YG+12Cz81b24dt9ndvk+rPq1uY/IspxCGjFs6TCYpTlPEQ66Nq6aZohpFgSfyajcOSZIEYbahHM2LT5iK6NjqSfYOBmxLdVuojBYO9pIoOG2Lmg0ff85kCPq2xivNG/jEyRN0d/You1OrXZcLF05zKDmON9+9CrpgZsZsGWcbLmeEVeAvrDIedpmRZlmRFybEWhR2tm1RovAEnoq8Gq4YbFl2TDcaURPFbT1zsNyQk2dOAfDGlats3jBwxVwc8plPfJYvfOnPzDHMtPiRF59AS2LM6tIsncGgqrDqjkNLTLG80ObC+gwHu6Y6uPjem2xt7uNI6vyTj10kIEOJSnN2cR5HLH4LbPyoCdY0zLnADn0CTJV0+5XvMRLXubmZOvngkNOrBh64dHaOslxnIBDAKBmweG6V175qqqBknFBKRe46DnlRGIUKfD969lDHC8diJkJP9V2H0Pcqk6ayLLCnyFpZGMe9sYFRlmZPE/sBhyIPXxjs4zg2820zL5LJkFisnkNsVJEyE5v/Hh7uMtOeq0691WxTl9+caz1Fr3NAUyAXZbvs7g/4zA8bifpgf5+/+qOfqAypLF1y/LihnAa+ywvPPc2hNPf6gwE79+9xViwhDna2abab1GKBB7OsciM0X1aSSgLWFE6Z0hpt28a2bSMqROTwwmqZJIYw4blHIqRGrUava56nj3zkWY6tGHbWxccvkOeKWHZFN27eMCLFJQNHpaVicXmF+Dtm7r62dYeya+bbs888w4MHd/BFmBeHAbOtkOt9A42cWm8zU6+xIzuHaGmBROxK9jt9knpMIWSFTueAOAy4tWHWj9NPXORwZBq+cRwQxzVmFk1F3ut0CUKX7T0jYlw/e45Pf+ZT/LPf+D8AqHlOFfZRqjanTqyzKRmpx9eO80HHQ13Qy1yRCWVLlQWxE7DXNxc6Uh7tOaEKdbdYWV9nXfya7w8Salj48dSjeUTNsSo2isqKCsPELoiCmEJgFFXk5KqklJkfuiEqMH+7sNag7lv0xcslCBrs7W0S9oUTXW+RWwXnT6zJZy3y6Q0rx+y9+Rr3pWNfazU4tXSM82snAXjxIy9Q5An9qXIsolIMupbhy09VYo5jFHhj2eYqz6MWxtjCpbdcjdZm4Zxpt7j1/pgoEOaAu0Ut8BmLzLtZC/ihjxjl2nickG5v8YnnDM49UTkff/ljvPXd7wJQ9HY4s7TIyRPmpXP/2rs8kAWis7uF7waUcr/WT50gCP1qkVhdn8OfDEnEtnfQ6xFEhvfs2hYKXSULldrBUQW+vHSjyKfVNN9j06frFTz9nKF7HXauM9/U9AViCpst5lotHuyJ02YJKMHM7QDbsqp7q+0PZ8O5srxEIMerbJs4rlcwQ61WI5bActsquHv7NmlirkyrWaffqNHvS+zaZMi416NWlxjD42u88m0D4VlZgut6FVsL1yVNC9qy0AaOVVEJ729t0mo3CKde22GDOAwrvcXK4jJRLaoW3nhxvnLRfP2173L29Cm6kqq0srBA89R6NXf90CfJU1KBfiLHQU0jAHHQ6ihpR2uNI1bYYJwasdzKKXSSTpjIvE0nI6IoQlcWyMbuIhZV7fETa8yLp7nSmrhWqyws1o6tojhi2zQaMf2DLY7NmusYvfAUvrwoXMfm6U++zN6u+eyx5TXyPOXYgnmJ5mmG7/uVza2lNKFc49W1VcaDHrVpILsXoJSmIwr3jXfe49hJs1YM0xFzs/OVVf/7t24yM7tISyCYV779TeaPnaQ3NHTKg+2Mlz9inoHVE6vc2drEF23GqVOn+KDj4cakW7oSgdiOS6Eyrm4brvlH5+fYk7eX6/g0QosTx4yfRLKxSTA/w+Gh+bcN36Hl17G/L4vRs45CKpQq8KU6tAOfZr1e4eaWZ9PrCG2RnBPryxUWP84URVqSC5WyXYsYDzImrpncBCFN8YWeb86alHWhNNVrIUmaEgruPxknDPodcsEmyRuVFW0ttHBqcUWTLIsSWzmUElJRhj5jr6DmmoVWFwrRkxDGPqvrJ9jfM5jm0kKT8SQlHEmk1pljjAemOVaUCqVzkpE5v9Ry6d+7xZk5MyFTbaO6Ha7tmHTx+ZV1DjYNznrm1GM0F+fZPzSVyvhwyJMXniGO5UH2bfBs6k3zkLXm53GnnvRuCDhV4ESWTLAti0AquXbNwcrMubYbTZ5/+kneuGJeMj/9c59j//2vgdgGnHjqMp3MJ5LmuesrJkJfcy1Xslan8vGHO52nIx11qEv/IKjXUGVJTXpDoe+xMGv6BRqbcpKwKMEL21s72JbLoZgyndAe9XqdUHDxOI5JpclW9PpopWkJj9mzHQI/oNM3n61FMYcyJyhKirxAS49mPOyDtknl5Xz12lusr61Ujdt2a4beodklPHbxPGHgY8vcDMMQN7aZorOWBWWR4coxalVWhZWx3D3CzLNJYqpzWaMdyybNEtLKtrfEkvvshT6W61bHNNtqUhY5zfmjDIG6CGw6hx2yfL+yY9ZaMRyNqp2a7ipmZ2e5cN4IrUajEYEIeiyrpN/tsSYhIkqZ5322Ibsid4zn+1UmrOPYlcdSWWoarlW9VLMsA9vl9Akjjtwb9ymll5dPUvb39nn2xecB+M5Xv8rsmQU6+6bqHuuEtVPnaUu8XLhgsyd9iv3BAd/57htcuGgIFocH+/wsH2w8wtAfjUfj0Xg0fkDGw8XQdQlCH9SWRjsu794xb6WnV47RGZoK/PITP8ze7m3OnjYV6rvX73C4s0W9IYG5YQ3XdyploOs4FX6a5wW2a9FoCj6dJjieQyDslLLMQfC/svDZGYxYl+invcMhlh0wlqrH9izmfB9fgijazRhLYJJBZ4exAtkVsX17iB826B7Echw5rgPNtunM2641NVsExyHwbPIpu8Yq8XxQsjV1lMKzHDIxyvJrTmVEhio4triOJVtIlc/R6w0qV8eNt65XkuihhjxVuBLPlwyHzIQBqibb5yBCF4pWy1Q6gecTnzU4JDYoZbNyzBz/6uoqeDbKkuPIM5x6nRnBSa0owHGOouAKy4RFA3h+iC4slMhI5mfnOHtOKJxFgTMZQWZ2QWWyRWD7hNpsY2tnfox//n99GaXEuVHbqKnUP8skfV4sVz+sCDrLZeW4qbotbfDSiZjBZWlWVbue45JMxrgTSdIpRox7A3oiBPNti6TI8cWMaTQY0BNJ+mKtydLcQhXOUo9DHMvmxHGDK1ueT6NuGCJur8fW1hZ3RUDmBxGjZEJTYuXaMy3uvH+TBVFhbg4HPP64gels2yFJElpiZhU4FjYOvmDdSZri2C5aBGV8H7GoVAqwqnD3er2Bsqhsr13HGHBN5+doOKmYSY7tYXse/tSRNFe02rOVkVezUScVLLsWRlhWRjq1qWi16PV62PK9/X6fZq3Ovdvm/GtRTCpSfq1L8jyvHC7LLMV3HPrTnU6tRjIeE9dacs8s44wIzM+1Odg/OGLb+R44Dlq2IKHroGVu1qOIg0KzvSUIxHMvMbO0QLtmqv2vfvubrK7Mc+kxQ1X8t//6y8yK8Gtmvs0v/e2/y1gcR7/zjW/yQcdDXdAdz532/bBKRalS9vvm5o+HayzLRaTULKwsV3mDLz17llv391mebrFUgaWG2Ja5KY7rVZadrmOjtVWlH3mewXPlfuJ6AVFNZPPphBNhiA7MhZyLdxkmBfeH5iFqNVoU+Zgykxiw0sGR7MHJoI/yLQJtmoirZ85jlRAJFomlKPMSS01xcAVyPo4XUto2RWLwM88JQJfYkvWZJ2P8VptiikVaHkPhs07QBJ5NOE1KWpwn740rnvrCXLtKrglKUFlMydSNMKAexvQljk/nKdqzUWJh7DpUXMnQymkfWyOqiz96HEE5oRRPmTIZYmGjYnOMke9WFM0iG2O7fvWCUioBx64WtplGxGnhF5OMGdze4vI5szAd7myBE1CK05zWGd/e6FWcYkVKJBTHzLg6YAl2rvIpav9why5crt80DomT4Ygzp05jC+QXhVHVvHO1phaFxHKv3nzvDVYXV6recT0OqdV9xh2ziIW+z+mTsp2/vcXi4iKl0OJCz8f3fVyxrUhyTSY8dNd2mJ+dY2HBXGPH9WjOtKvF03dd6vU6jkAynudXzwcS1zaFA2PJANVCSCi1Nrmg6VQBbaw3wODNnudVn83zHMd2Kn/+Mk0p87ziqQdBwGQ6nyyDuU+htjCM6A/6zEwhFwdmpGE/SibEkcee2P8eJAnHj61UjfbZmRnG43GV/KSU4u5do7aM45h0OKQrTd+iSLlw/nzVG7Isi6JWq5r9WZ5UyU4He/vClTfHP5lMcDyj/AZD/2yL3/ne8JBjx09y7e0rABxfW2F3Z4/droFcnnn2WXb3d8ilHzQ7M8+oJ+uBbbG/eY+e9KdmBHf/IOOhLuhFrhEiBErbuE6MlslQW1ylXTOLQxg5lARkYjc7GwbUl2ZMZxFQKiduNiqpb15mVQj0aNglqsV4guu5roVGKnNAJWXlTxKEEaHjVI2/eG4Oz/M4s25wLVUoKEoSWfBac0vUBDPu7D5AOWVl3o+GUpV4njmOwaBDEPhVVRoF9er4bUuDLimEraG0pihccEV0FTeYTMZ4U4+ZdEhNIvV8XZCnBb7E2e3dfJe4tVgZec2dWGFJJMMH2ztYZVEVUVlWojVEUkl7jZgiL6uIusIGJS+dqHmMKHIIJYBEFWYh8cKpvDqk0ahhT72vXRc9Nc3yA4oixZKKWeeGQYQsvLXARclL9f47V2jNznN4f0N+N8QNajTXzE4h8+vcGiSEwkroj6lsegPfpyyowkxKfeR98zBHmg2YmzcPciOMKYqCQHaTi3NzTCbmZVyLagShy4JwkRfnlwlcF1+abt1BD8sqcWXHcXh4yI7gqnPtFmlvxDPi83Jz4zZ+LcKR3sLc0gzD8RFfudFsYYkQLy1yPNupbB181yP0/Ip94rpexS7RWuE5buW/ogtF4HkMpLlvuTaO5ZAn5t76nnf0vb6P67mVh49l2WjbwXGPeOgmpk6yZi274rNbhSE2TN8rhcoIw5BBxyxqzVYdV8xNWjWHPC84vmJ21nmeE3kO+8Oe/Ns2s80j/xPbcqmfPy/3KqV26gTWFG8vMpRS1a4inSQ4WFy7+h4A586dYV52+wcaXMczAe6YF1+pcrTYB9fDiHs3jT4kWGpQ6gyrmNpE53zt61/hyeeekt+Z0DvssLps5s3o1JiDHQn1zhMePHiAE5lCYHtzhw86HmHoj8aj8Wg8Gj8g46FW6K7n0JcYNtdxcX2HTN5237uzw8fMrpvSKbC0whdqXsvJyQJ3auwHQcMETEvVXZYWhRh7eWEdrQq0PQ2EsMjyFG/KgHAdQsH/LDckDEK0UM4s1yPwA5SwKCbDIYUuaUyVbUVKPjHboiDysV0qo3yNwkGTSuitlWf4gUfsN+WzCZaehvg6DMcTswMAtOfjBT5aT62FS3yvTin2wdq1QGTNhS6wLBdXuOOzs22iZp2h4IuTtMa0odBqNyiTjFJOvZFoCqskEIpWgWaSJpRyHLHrUkr1ZFsFUa3NRFJwAs8BFEois0LbwbWC6lqW2JSRGEdp0C6UIl1WjofnuORSQfv1GraYls2vLuAGLQLfsETy0SF+vY0r2P293phc6aq6912PwJvy3TW271XQHB8Sy+XFF1+scPDxcIiWSg4gCBxqQlvMUkV/OKY3MfBMrR5RjEYsLRn83bZgPByhJcx5uV3nM5/+MQBe+cKXacV1rt2QnUxUI/RreBLkgraIBed2sLEch1LohLUwIgj8KjYuDAIc266SnzzfqxhjRVGCKo5C10tNkudV2pZnOxTjpIJZykLhTo3JLIuiKKlV6UYO2tYV+6koCqIoqvBq3w8o5HdLKzUWulIpO1pja1WZw5VZXvHXbdvG94MKyy7zgkKVnFhfr34nU6rqqzmWwpXfif2QMAyZCEziRhGWZWHJM5AFESjFc8+bStrCq363HoSMk0l1PrnKKYuSRPolutT4srU5tXqGGzeusiRRd7aCz33209wSCwLPD9h+cJezbbPLOHnhDPt3zd+iWsStB9v8jb/5OQC+tG/WnA8yHi4PvdAVFOI4NoVWlTDi2vt3+PiZZwCwVYbjRjREWJSNB0S+TSkdyOFEmRRygRl8J8SSRdlzPZR2sGRCFqrAsxzTOMWcsJ5OZNsmqkcoibqzSss4uqmpUKUk8AMzyYF66FfwRUFJuzXHUKiGOk/xPQ/tTRVMMW4cGCNrwCkttFCn8ixHaYUtx+F4LrZv40iMnOc4WLauIty0V8eR77VKB1wXLY52UWuJokywtTm/pu9QCO1y6Hhk2QCvnEI7JWEUYcnG1tcWrh+SW2bC5vmEWk3EXX5A0tknmNoQ2xBYAQjXtxaFWJYmk3MKwhh3Gi9YahOzZk1TiKSRqadpLgHWklmwve4+tuOhxDFRj31826XeNg/nP/ntLxP7DcZivRuGVG6L4yShKDKaIraZqA8Hctnf3+P6dbNILy8u4tXqrMj52ZhmKMCkLPADn72+oYIGdsnKzAxJR6yPLYvADyoOuC4z9sVe1bIUyXCMJdfY1grHdgiEa14UBeU0iq8ek2Q5gcB/ZVmaxduaYuYOru0cYd9YFXXXd1yzQE6544UiV0VlMZBnGaosKzGaZVlVD8McR04hXi0UBZ7nUYpGxA18yjStoKDRZFRRHC3LQitdPada5ag8p902uHmu8uqlGccxjmMiHsFQK5VFRVt0HQc7Lytox/OcatF1LJvRaFi9OFRq4ThO1e+ZiqFKmUqFVrSEmrx5awNLFyglC3qaEcU1uuJaiYaGwCT7OzsoXVCX5+ng4IBRslkJshpxg2ajgSe9ogc7B7z+lrF8ePqJSyTDAf1DQ+Oe0iY/yHioC3quU3xfzPDLDK8MaIgacpAM6E3MDanPRyiVUkw9DBwL34mYFNMqTeG6Lo58lxELygTTCsuyjoo1y0PlGTqcgvemuQngBjbj3qCKzPIdG52kU9osrm0UqI5U1rbj0qybKmeS+Vhlxop4i2dlwaTfwZpmCqoczwnIfangPcjEF+X/Ze/NYj1L7vu+T21n+W936Xt7m+npniFnOCRFiiJFaqFkGbEjxYkiQREi2RGQBcibgQRB/GIEQQIjCJAEeUheIthwAtnZICd2lEVxpGihFpOSSFGkOCRn33p6uvv2Xf/L2WrJQ9Wp/xB54ThAT0DcAgjMZd/7X86pU/Wr7++7uABFMcGPwbtC0LWW+UKlnyWyt5iEbRvhCWN4bl2jhCKkCDelJEMjKOo4A4WUsIxffl50lDducfooTQxi43A02W/aJUpqVOLwSyPwo8FV75lMK3y/DQ7RQiP11iZWCIFOfQylNCpdxwCEh0vKlAHpe0dvV4QxwEMbru7HyqS59xbCBtpUzVvboNQUXcbrerfd59kPVRGbBfq25yT5hz9xs+Tk7JRJ6mOMuauPfzh+4id+AoCXX3oJpWRupMkAo0w5uMjuMumxu3LtEPqGIrGQitkU22yyb8rh5pB2GV/HGAPKZs737t4VTLUNw4iLV5rjIXq8jBh5VVVoY/LPpSkIzufF09ohY8hDCFi7DWAv6gpamzFn33dID34MLxFiqwRNRdRYwY55ojIHtwi01vleqvcsVF3XYbTaMmKkQhlNn3j4ptyGRGutUUrRJcWzlQNFUeR5rZRECZmvTbAuN4wX0znKCLwanzX1HZuhNho7bDcwGTxdCo3HK6wLoyMuRpcszy9ygSGl5o3ErPHLkmJRUu/HuWmP7lHpgtOzs3Q/azbDKe8ex+r7Qx9+lo//YMwO/dY3vs6Pf/6H+Tu/HP3rn0jBMN/NuMTQL8fluByX43tkPF7aotKEdLSplMGGgVaMyUKGF+7GSnIaFLUWuBQEUNZTdm48gXsYK5eqVqyXG3y/rWiHMYRCxci6TZNoi1pjSoVi7Ly77MUgloKyniJd/DcvHAiV1Z4heLRRCJMCZqVApu15Pt2lqMvs09GcnCEEGScXCBAelbjybvDoxGrpQ8PQ25xco9AUhccl2pXTkSkysh08IlfRuhtAbStR23vm8xLvYyWwXp7RJhVm368pJzN2kpR8s94gvWNot8wU6UAk1o8bxEjppiwrtBLIWaoeiwIVHEFsr3lRFMixsVEUlNO99JlWFHWZgwy6fhUrpnQi2T+4jipSmMhiB8mAWY+vs0dRlby5ij9//LlPY72nqOLJSCNo0ilivTyndwM6YepjEPjjHqvzNX9+/wUAXKko245pqroF22oWPEF47jwTpdzOr2hbjx89irSmKEv2DyML5p0Hj1gkmLEQJQ9Pj7h6JSkLJ1OkLmhSBStcQKd70w8D76XkKyXxzmcIAufxzmWbXq23DBgXYtLUyD45Xy3RWmHfUzm74FHpCKyCQCV8XUgBAdok7a/qGqUVetRMOAcuEOzobqoypXY6nRBCQCZK5zAMBOe3oTNCZj74ZrNBSsk6QR1XD68wDMP2+6UhxPYijNCN8AEhtid6rXWCuop0vwSEgE5wqOu6LfVYKXZmM1x6pk9PjvHO5RPK+fkFs0SVXA09k3LO3WRRPJ/VCFmzk+CorusoywqT3kcbwyQ5L1574ja3n/s+fsLGe3ux+u5toR+vH3rfZcqgJOCdp08LYFkavvytNwD4oZvfR10qLjaRrrPcWECgikRFkhKpZF6ICHFiQZS7a+EzDUtqGbnKbouv6XTU00HjncOkI7t1lvnenI6UoqQlvhCYxIG2IlAn+XFwFucdmzGVXJU4E2CEQmyPxGUoQQiB9Sk2JTiUVoR0+a0WSNtSzvbTPwuM0Yi0ulbaEBI+7HAMVmYL3KqaUk73M4e1lCUnHKfrHfDDCpsm5HSxoFueE7LPTUBqHfHueHEyXieVwlQLhB9FIdEWNR/uNOgVAAAgAElEQVTbi5K6LpCJxigKg0zwy+bkHo3tcImyacqawbYxHxDovUONjdhrB7R336FK/vWlW+NwPGziNX/mo8+D07lxq0uLZxRVOaQAn+bQuvlgMkUlIou3bt14gs35MS7NNx/EGM5EgWRSTlhdRCz49rO3efNsmY/7pSk52bR0afGsFguES1TP2Zwnb92iTzavXdcx02XeDIzSsXkJzHYWWGvzNqKUxmidcXJRVgjvCWnBW67WlIk6WQlJ0zT0aeGZTqeEEAh2u/gHMWS6sfABP4oFg6csJ/ln7xxFsdUjQOS86/TczmYz1mkTtt4l865t/GOEa+LfCXzuZe3Md9BCs5v42UPbYaoyL/giwUAj5ILzW5xfSggBlWAhJQXexUIBojBRpWswvtYIA+3s7OCtzbmngx0oi5qTk9P0GeP/F9/TsT5b8cTtMZug47VXX8akxvTm0TEHN3dzD2GzbpjO4/Ox2DvktVdfpUnaE6X2+G7HJeRyOS7H5bgc3yPj8fK8pKBgPLIL6qpCpmZfN/RJqggnVjELAlHE3Uy5Jc3aENapcj64glZk97gg1XtM9WXkf6UKQ3hBUIFRChcw5N6Z8jgbEEkYsDjYQUlJqZOIR4LSctswCYEwVh9e4WxLkf62sy2zvQUXD6LUV5ZTrGuzPagXgTAGKHqNG/pMK9MealVgxwbY7gTskEMfrFtDk5g5oqCswCfmyuzmVd558fUswto0Dc2QXscpBjQ2qfE21sbTTaLRFUEw9H0WAClJzi6dznYpTYGQSewkA2U9y3J+bRRyb468HisQ2bWQDNAKbQhtGz83IJDQNjmAQQeLHBPN1w3h5C5Vkprr/Ss8vH9GV8dw5N1JSW99hsGUXSETTDc4hw89ivSz/WBCop2CMoWTfOtb3+LpJ28wrVOgwnuO/ZPJhKPVEYu9yMq5ODula/ssWW+7jslkwnR2BwApJH1yI92cPKLfNBQqvq7RJcNgc5CLFzBJp0fnHJ6QaYnDMHB6epphh67r8IOlSE3EqixzE7cNITcXxyGlJKjRIjcgEbnqFlJmEoFSGiVVPllKGTO6xkpZ63gilun1C0IW/LV9AGQ+PRtjcsU9fgeT5q3WmsmkzNX8MESx0mgToJRiOp3m91XvuQchBEII2+pdKQqlv4Nt03Vdhonats2nUu89g9uyZ7SMn1Gks5DzPrtQSqO598ZbnDQRRr7xxNMMfUAmevVTt54EI1muY3X/9luv8alPfAKA/+I3f4Wf/7mf4Wtf/Wp63zf5bsdjXdBLU2zxRJFwspQYrgCfjqm/+83X+YXPPsNiPzFINjOsD7hkL1tpjZzOac8SpYuQvbidDxB69OgWZzRG+hwwrVTIKeW+85T1hFlKJ5G6YLo3y97qQ7dEGUmfsHwNGTMegkU5yZA40Lqo6JdNxqCd7xC6zKyR0EerA4B+vUYbQ5FYIFpG9evInRcIIo02To7BCUTC3+uJQgibOcUPXnwRv+no0qJ9dP8hI3OyFYp6upsj29bNJsa2pYe3mlUISfJDAaFqRnOOvov9g3GRCD4gtKI6jEpZMQSELggJAgiErFbt+yj5LkLCQ/s10kxw2uVrM/pw9Cf3mO3tM3sqJp7Pn3yO1x5aqmShIKgwWHx64KTeyQymhdYxBDz1QOoPyBC9rGpOTyJ7YVYZ9vf2absRXpOMS57znqI2PHwY5d/PX/84Sip6H+9H17cE5ynLZIlblqwSB3lnscPGQmW2gcubTZMXG6Rgk7QIyhhMWdGkPlKwA1evHOSNww2WuqqS90pceEcMWUqJkjJvjjIEnO0ZLRNDci4x4yInwPuQ/1bKCBdCVECHYUCnBdwFj00wDESv+HEhVUrFTID3DOdc3hCFEPm/l6s1LlEiARaLGX3fs0iWzFU9ZXOxzBkC2K06XArB0Hfbrob3yEBm+QS+c0PTWufrWpiCvu8zhl7XNafnbVYq22bLUQdJVRsOF3ENWzdnlNMJvol/++joGKMV5V78jKUS2LSWfOgjt/jCH36ZKnks9d13P68f64LeDT1lEkL0tkdKhRllwKbCJPLnmw/OCaKiT5Q5Wc+og2OVpL1nJw/ZvX4ds0lWANZhx3AIp6AU2b8ZKVBh2wRRSmylx3VJVeksbqoHBXYCSWKsiylu6HIWqAg6LywmxMpfj9+nt7Sr8xyk0Xdr7OoRm5Efb95TUXQdtndMsqWnRIYYagEgnMNJT7dJTWEpKXTyllgvqaYqb25KVch6Sp2ER0G8yzolp7v1kr4a8iminu+C95hksTAEixbzUamNwmfTL6slaHCp2i+KCVIpbFokAPRiF5mCRIJwqNH+t+8RXmabh14YtBDU6UGezvY5ei3maj55++OIacHsamwUvv3Om5zLTzFL+KgYAs572tE7RMbTAYDSBROlMra6/oCk/ycPj6gmo12u4uj4EU8kL+6222Rfcu8cF6tHOXHeh0BwgYtUWWppGGQgJC+elXO4dKxbnjWRfpuKgsngCT5krr9UkmqMhVMGISUu6St29vZoNpu8kJZlSVmWGRsOSqFysIQDKTMO7lyIkvy0+A9djynMdjMI8b3zkJ5ipCMmHHs0rArA+fk5e+mksFp56iRC2jQNzoX8bFprEUJkUY/3nnaI3/3w4AYXF+dcTaKd5XpFXVa5onfDKVqqXEx5F7JfjiorChMttiEahxljYOT3C0HTr7fVvZTUqVEbQuBgd5+z5IU0MFCWFX2f+gtKI1JhZYcBISXHKaRi99Yhz370We69FMVD67bh/uaUZ3aiqCwIy8MH0W/mcz/yaZq+5lf/m/8+fkZ7znc7LjH0y3E5Lsfl+B4ZjxdyKUvGlv+kjrFyY9qMt112YdPa8Ydvn/CTH43GNaYIMEjmN6J68GJ5jMFQJiHLpvOoFDAdGGAd0JNUFXQBUZfoZEglEYj0Ph6RjnWJsqQ0m/OzbLjlVUAG0CGxMzbnhJRWYpShH/os12/bFtW2XKySSnPoCYNFJ/WnCCKbFhmtGYYOTWLX2CgcSogE1voYQZf6Cz7IDGcoJQgtDGadfrfgwcl9pqk6u3btDvfupyrg3WOaE4dO4qa66ZnvTPF9clSc1Fi1gT7BVUox1bEylipWaTaxS6xdMtvZjxbI8YPA6pQwjd9BbBqWSdnWDyuE6hkSHKOFja7JPl6Lk3tvIJMoTNYVQRW8+fKfxpfd/wSl2Ityf6LhmZSSKsFTg22RCTO37UDr2y3Q8gG553rvMwuk9xZdy2itSnzAxkpRFJL1RY+eJcVwNxCCyHi7lBIzrXntpRgy8swzdzDppHl6ccFsMmEx302/q6nKkqOjGEyxd2UfMRrSqQKCy3/b9ZbDg2vcSwlgWmv6YaBLfabJZJKZT8F7nLUM6dRjg6PSWyWlDwkTHy96CPnEFEVDFRcJopjNFil2Mj2L1jObLTLMIqWkT6pmIQTKqJxu5L3/DoaJ9w76+DpvvfEq9WSBHRI0OljazTn7+5El5mwEhsp00kaT4yub9YbSGGyq0IuioG23VgbeR3rnCLt47zMsbJ2jf48NwuAswzAwSfev6doMbxbGMHWO1SoyVTbHF8x259xfJtHYYofPf/Kz3H03VuWmkkwm8T3Plkv+/n/7qxw9ihYJY4DGdzMeb1M0kHG8oesYvM0NLSMkfZfwZqX50p+/wueeiQv6pGswSmZl23RxyMVqiR0tcdX2SbbWo0wB6QaKWmMHj5Rxwet8TzUq24wkBCjT4tGcr5CFYZIWKdt0CYdLk0wW2c+99x7hyekrJycP2DSO9Xm8CdaDVILdtNDWVRVtBYCubWIaeOKWq+AQgE1HN7GYIqua6YgjC5EbpFJbQmFIexkytOyXJSY5NaqqYJNyWs+KGRdtQ3uabDnPl9y6uqCeJW9rP4/9iLRYBmdpkg95GWpsA2VS8hZFyUae489Tg7gwlHWFThFaTdNTJMiokhoXBpweE5kCLvRYm7BUBNc//iPxvwdB162Y7NwB4PV+jpMdMtE/sZHuOp7qlSiw3fjQOwYXGNImU5jHO53HoQqFY/Q4d2zallXyCuntQDnSBTU07TmHSSVrigKEZZ3yLL13SO/ZS03TrutJaxZVWaLVJC+0xli8d+zuR0qbFEX2FXLDkO2kAebzOd579tKCFwj0bksD7LqBLsFlfdfhnIt2ycDqbEXftdvFERiszIu4KUo0o/+PRCBYZNtagRBb+AYx9p/SdTMGmSmNA+I9eLz3nqZpcq8FwCa1Z7PZIPbgboLhDg+vsthZZEhpM7QgNX1aA6ZVTZtoscPQoQUMI/e/VJSyYEj/7pwj+K0ls0QgRutJ4eP/EnRaJx+YERbSxlCmf1tvNiils7q1W7fUquRHfjjGQX7ht3+P09U5p5t4759//lmGtP596vu/n7NNwW//Towf/OrXvsl3Ox7rEyCVzM2UZrAooVBpq+/6Nu+KIjhssPyjL30NgJ/7gQ+zM1G5iqAfWK4vsP3YrNjJGGAgIEVAJh+L3gWk0ZEHDVRlhU9VgTIVIFi38XW0MtRFyVnyoy4LRbfe5ImkJyV9CgMO1hO85egs4lunJy0XF8v3yJ7h4vyCRRKJeKUIiWkzme/iCJgwhn0IhIcyVfPz3X1c4VFVfLCVVBTT1ODpN+zsPYFIYhr/8CGhFpBOGcWi5CM7scF4961H6OCpq4jTtWen/O4Xv8xzn4qT6qB8yJWdKziVGCdaISZp8cEhZIFNPPrOTTHdGZPpmAXag9/Qj97WoqJJIbfWdjRDS0gbocQzeM/5aawmFzdus0w2CKvjI67dvMOjIVWTfgfb+9SIi/mknQsUKp2iQmBIlaW1PUqVVGKs5j+gpqhS2CxUUUilGNLmLaxli2xKrhwecJLk3korjDQcXBul3R7vBe/cjVXcRz86Z5q81M/CI4QImVHRtA1KqrgpAN75HEw9DD1SaaZjYWItR0dHHCTbXilUzMxM82/dtjlftGvW9K1nk0Q7bd8xm00RY8NeCGpTMHibX3tsqlsbQ7DHjUKpGArt/JatopTe9oqUzFh8EBKEyEXNMDikMqi0kbRdR9smBgmx+Gib+Lcnx6cERCYvGKM5Ozvb+sA4m0kSsqyxg2WWih47DNHrJjdqHSBwaY5tNk32ja/LmsF2qFTNn5ycRJuRtPjvLXY4Tfh6Xde0fc8sZS2cnp7y5ouvI/bjc3ztyWtoB5/+8R8D4OLkDB/is/biN7/JD3z6s/zRH/1ZvNfvY1pfYuiX43JcjsvxPTIe7xnVe1yW4EOMq0q7tZS58sIHHIG7R7GS+YdffpNf/OyH2Z2N6s+Cg6LMVq/NcpUl6aWuo9nOyGoxJlLbxiBhazEmxZ91PbKuMtZojKbfPEKkMAkbCgZrt7SzjWNICrKh62iXK+6fxh15vd4w37uaE1eWqwsoptEdESI3V4wSYh3fK1Ujqi7QsiQxE7F9h3CC1TpWtKasECkpvpiUHN99Mas/LQXTa9eRCRrZu3aV+y99Jb6Q8SzKgsm1KBd/oOHJ8DG+9Y3Ibz1Y7PGRO4pJsiHdO5zQJwM0uxyQZsCMhkh9hzeafohVeBgEQW+hIN+vEJlm2aKDzWdrKwTCeURSvq0f3IWdePyv9q7Ses+DIdK7Np2jKLaspPOmZTGZZXVhIJqoAXjXIxVIyvy+H8TQpsC2ozmajtS9VFn6QHYurFXBfDJjthsrZ4Xm7OyCKzcitCiDYrk8znTDqpxwsYrza2e+Q9sO+NF1sx+QkyKfWp13nF/E50VXFTJAM4ad7+4SpMjJOlJKbD/QjaevrssVKd7SbizrVFQvDvYpqhI5WuAOjs7ZbcC5D6hytMoQKG1QamuiNTiHTClY/dBj7ZBP01LK7LyohcYT6BMzh6T2HKmItffcT9fYdpbV8iLbcAxth/eWeYIsyioaky3TszmYrXGXtTYmLmW7BcH58iJbZLdtS11Ns7Fc3/f5/oUQcIOlSWEfZVmy2Wwyuya8h8MfpGTTtTlFq6wqBtuzS+xR6Xrg23/+EifpO/kwsNiPc+bW00/z0gt/TKXf//L8eN0Wrc3RXFLExTxLjHWRXekGaZnoEpt4qd989y1+/xXDT30ypo54t2Kxu4sYmzo7c5okyrG9ReSDaUwen853UGLLM1WMbm8KJUK28O3bJiWuxJvQrZZ465DJT8MKx/oiLmjHF2uaTceQnNiqegqiRpcJXxscp6sTRgF2u1miU/MEoeiHQJ9ECL5t0Kam7eLn6oYeKTQ+HU1NNadJXPnJosNLkIlqOfSS09ZiEnZ3/5VXOUk5lIvpPq50uJQ2dP3aARMc0kRI5tG77/LavXs8lWK+hBuYTMdrM6WYOVx6cFddy6Ss0On7eKXoHISUj6m1yNdRO4d1Ift02GCxTjC5eifeeyUzVLPwgbdXmr6IWHBZOJz19ImiVmtD3zmETJzqYLCJyldXEzAFpIakTMKlxz2uXzvkldfeSZ+pRCE4SYvJjemEMox0OgMI5ok26gJMyoIuwRdtt8Z7x1O3I0R2//5b1DpCA/PpHGcv6EdJulTYzYZZgmSGYcjunBm7TYvl6nyFQETxHnEhPTp+lCEXrTUu+fs0/QZVTdjbjQtPVRgKqbK1hs988BHeMFvHR13FeMVRauJF8kRJUKn1mELj0vd1LuQUIucDw9BnCq0PFi119lQZ+o5pygG9cAN922wLLWdZrWR2vZ7ZGbPZDJ/l/EN2jwyEaIuQPtIwxPcZ4+uUUjRtm+MSnbNZ5xCEQwhFmfpiTdNilB7RTgZnMwTm+o5JWWULAUukfJ4/is+mrwSf+swnePX1KBr63Oc/z+uvx5Qk5QW3rx9w5WfiRv9//N6f8N2OS8jlclyOy3E5vkfGY63Qg1OUYwan7Qiyp07HCqVNTicZ+hCVj2m3XpiSr7/xgE88E+k7V8IGsXeAT3SigQGb/rtvG2azBcPYkJOKvt1kY3n8QNIrYQgEHzAJNghB0q03yCQWKqRG2MAwQgnDwPlFrBSXFw1nJ0fM96O4YbF7gCoq2nUyux82XL99k/2d+O/vvvkyk73U0No09L1Fjck7TlG6AZ8qKrGyuG6TYYZ6bgipsRQmc3QY2Kzj7774rW9jByjTdzAenv708/G7Ww9G5OpKSIE2isUi+Te7A+6+9VZu4N3YPWAnsYHK/oyJmCFTKPH8YB/r12y6lEYjGmqts1Tb9oE+VV7BOxBjQxBK4WmFzErYcnEFllFw0chdzu1tjEnNVrvEOktdJmGRtHSDxfajh32gSPdHCkGhFb5MzCm7bb49znFwdZ+XX42UQGttgtbSNS8MRWrQ68JgCKzTkf1AaoSRVMniYvCO46MzbqXkHdevKJNw6+1XXkWrKjfZgvOU2tCkhv7O7h5HyUe96GGwgW68HjYqMke3y6IowAfaRC8UauumWNZTZFmgUqVZGEmlTYYdyqJk6IdsbpVeACAGtki5Dc6QBqEUIrHQDAqcxaZnREqJNmNubk9AEVK5G4IjBJHDWjQhh0R719ISCMM43zzL8/OsvD67OMcUFaTwiElR0SUWSz2pWK/X2Ve+6zoO9vdyAIZ1DiG2xmXNpmU2S6yjvkn5o1sIJoSQVaZCiqyEN6ak6/uMQEgpo9tsOhlsVh1BnVKU8Tp+8ff+gEHFz7vYn1MUJbOdG7zf8XjtcxF4Nx6dHRafYQUZPH1aWCpt8Gy7x4O30AV+/4VXAPjcdMX+3h59cteb1CVy5JlPSlprt8ovHfBK0474WqGR4wmQmPpi00bivaeq59hEldq4jjBYlslIf3necrqOrJb1yRnlYsL+fkqmMR6tPXU6qp57T7dpufd2jAwzSvPSC/FI9fDBIzarjmZ0YnSSKzeu8ulPxoV4UBGjH3G8obWQQodNWXG26UjznCef/jD90WkOlzi8/TRjLLTwDRpyEAjaUE53WKYHwSxm7F854Ogo8ZOlykyR3VmJdw31NE78zeoUbQrqSubXLmc7nCd2hFYiLxgheFS7jQGk0lSLBcP6bvx5MWVIfYq3hgWtVEy6+JCbSlNW5TYxp7FMTEGTME/lJFKOaTkKaaFPdLj16oPB0F95+duYpCbUWmNtkzFaF6AfaW1Fwf61fQJx07y4WFHNF1lJKZA8/aFnuP8guoxWKmTJujaabt3h2jj/6rKi7bvMzlhtGkyiwQo8D+6/y5XDw/S+Jc7arGI2xuCGLlvmCucpk9LVophIwzRhwdPSEJzPTA8vRPRsGQMigkIkSNJUFX3fU4zRcK6jkhWuTQuegLYf8KPNrxUZPrPWRpbM6K6oBVIKZPpdVRSZwljXNX07sM4W2QKE5DxRAK/sHzI4xzyxfJrNJkUoQtNuqKoqs2mM0pwcH+XrqLXmYrmmSh5MdVVlxpV3EUTMavGixPqBUaA89D1ypI6q6OcyT0rY89USIXUuJqVTbM47PvbD0b/l61/8Y5q0Dk0nMy5Wj5gk+uf7GY91Qa+qcmteoyQSnUn6zvpsEkVpKINkSAvPYlZRi5LDLjYJT1TNsu94+9UY2fT8Z38Y3Ai+CXq7zv7hRSjBOXhPg2G0rdUKcFGkET9Ez2Z1wVhdKeFYLdes02d+9+yCR0nIMasX3Lpxe/z4GG0wpsgeGKaM1ZdP36F1liefjvL2G3eewQ6WTeL+VtWUtr3g3lGqsMoCN/RMyjjpdndADPEzGhcFUWVaaNfnp5SLWcZPl+2SiUqLS6EBuY3XKgyLvR3Oz2LzTOqCcGWf0/PYF7j/7iPa3bGRuctCFriUGiVdgS3taFVDXSmGzQYziRhu1yzRiTYmComqJV16aGQfmE4c7SRWHG+99G26i2hidu2Tz/PIn7Ac4uTdmewh3NYPpNAaJAwXKe3JWoIYrU8DR6slZUqMUeGDQRCvHl4nyHgNfW8JTm+x02HIFrFmOmfqJW1apJrNCeuLM25/7FkAHD3Xrhxw934UaMlCcbCIBcPFK+/y1J07nB9FDNZah/eBTdJBqLLKopym75hOp3nRbZqGnfmch8fR++jkYklZVvhUlU+nE3w6xUkRzdXGp8W5uHANo5laEeX8q3X8vgVFboo2y1OEMNlXyDuH3axYplNeUVRIo/IJZb1e50VaSsEQXLQzSEPqAjOuD0PPpNr2SJYXa3TyvFmuzim1ySf2R4+Oo9VGOvEqEfJzOgwDjd0abIUQA3BVzlQdskEXQPA2V+DWOYqy+A57AoLMmy5uyE1eQUALwZBeV0qFcz1j76GoCl578y2GL6Uem/PI1NN49Y13KOVAVZ3wfsclhn45LsfluBzfI+Mx0xYHqjp13tsOYwxqtLEUahueEBNfcT6lbc/2KE7v8qFPfBaAt1//BnJ/hzbhU+/ee8gkhSuIAAxgZuPxU8SUEj8KZgLY1LVWhs63OXjX254gFF0Xq4+2bRiahqOTZGHa9agUAnvw1JPIMOQuvARs36KSqmw+n3N6ekKbQh4KXRBG9Vk3IHAskhLUdg11IRk28XOsjo8Y+haXKhAtJBeJNdGFwGRaM5Hxb6d7B8xnc9pRLMU2cd4rhe0904TTuUIjZeDKrdg9f/vbr2CHgSsHkUL44N1jlmfxlIAMdK3nYD9CI56GXQpsqkA2QTLoErE+S/dPZMpW3zQ4aRBiTOHQ/NmXfoPP/LV/FYCLs2+zXyTVYvfn/MRP/dv81u9/Pf1sGbwbbxHegRN+K59Xmq5PlNTgCVKyTgKzMf3lcY/5Ys7RaZwjk/mcs+EkWzKfXVzw1I0kHHJdhIXSyeuFb32DZ5++A34MwK5Zry+yslKVNT7hz5u+5e47b+PWKQikqlC6zNWjd44hG2o5ehuDQiBSZu89OMqBCd4PHJ+01AlW6JzP71kUhvm0zLCJx9NblzwWoW2aGOicoIWOjnCWQq2lxOgYHg5j4pfMoqSmvaBfulFsHVOs0jPcbLoIs6X5VVURUlIjM0zqXHFr7ZgtFmz6eOKQyrBpB2wSq00mE6qqprcjhm6ywlsKEfF5t02JCr5hM6ZdBclgHZOklBVya/RXVjVtt8nVvvcunor8+H1Fxsx9CAze48c8VanwIeBSsLXvA3U95dUXXwPg9kef4vRR7Cu5d97h4x97js36/Qe2PNYF3SmR+cURm3LZCiAgUOOFUfHCVImG9tkPf4gHrwW+8rWonLr25G2+8dU/5403ItZoN5JrNyLVa3FwnVlV4RLn1kmHViLjlBK9nUStRWvBaJDug0IGT+jj57hoHOcXLavNGO7sSOxBSqOQZpt47kX0dxkxP+cd89mUOlEvz9s2R8phAriQF6lyUqGUidRHoF/s0Lmem9eSfXCzVfLRtaideea3Tqclnp6qGH3mt9/Pdy0gCeVoRSsoasGijkfkp8Rt3nn9nZxKv5k3PDiOC9Pq7rvYJwR92tz2DnYQssam3nJlBahojwpQ6YIm+aFrbVCmyPQ0JWu++pVX+eKLvxLv0Ud+gPkq9hNO3v4SR/0OdhHVq8E6lFRs2tH61WIKQ5FglU3fYhLk4rzF2kAx9lo2H0xi0dnRQz6UYuVee+U1qqrKNLjVerL1aQ8e52xWYYrgcW5ApD7SZrViPVhuHETsez2s+OoffQmAK/MJpw/PqVJDeLPZMJmqrLQ8evQob6hax8VvhAbu3buPeg81z3sXw6rTNe0HxySRBoqqZL3ZIEa/c62Q0mZqoveerh9yE1FIyTpd9yAVVTnJ/Rz4Tl/zSB8M+PQsdt2QYUfnLIMQuLTwnp2fs7u7kzFpKSWb1ItQSnN8fEqVYgmLoubu3bucJu94s2ywNrC3F6mw8/mEOm32RVFglMyb2aZdIYKmS3zw6SRG4V2ke1SUmjIVi03f4b3PnP3oRS8xqbHbWpd91Lu+x/ut/a8xBlMUuBGGVDLamSQY6Z/8wdf56Z/9ywC8/vpLBCtpuv+fL+g4R0i7rLOOwQ5Mk6/30PcZB++8RWCxCRP9W//5f8lP/+WPc9rEif7G6w8YujV/5cf/AgB//MXf5vN7kZMlO3IAACAASURBVBmwGzR4mxkyWqvkXxwnyqZpITc1CpyXuULv+oGhb3Kz9Wzd0CwbNqfJvrJSPHU74p3zWlNpjUrNMO8cIQyZuWLQ9FJgijhRTDlhGGPJnMZaQZVwb2ctVVmTCmnEvuTgxi7D6MPuBS5xmdfrCyqjMDsJJy9dTJMfv5PyuaoTogAJrhutDsANINJr1arm6Wee5pVUJUxnFWqZLIm7c965+zbXr8drXl0UbJQmJNaFmk2pVZc9p531pN4Y1ltkMNkErfcDk+/7eX7in//XAGi6gZCsGPZOH/Dugwcc7KV54Ty2czRpAzOFxgSLTTziypgcR4eIPjhjk7vUHwyCWNc1J49icXH76Wd48YUXWKQKryxKbFqw201LOZ0TwuiHU9K0NldiQ+lQVlGlORUl6XGRPjk+pTBlNHnjPX2fNK+n03k+AT589JD5fM5ZsqkwEo7PH/HoOP5cFAVPPHmdK8nbfjKZbj3ApWTYLFmlZ8C5uEiNmLL3FqTKwjZntyIjqQx9Z3P/I/5dS5tIBVJI+sHmKLzTs9Nc/Q7O4wSM5BmjNMvlKRepcJFKUSVrjHbTMZnMGPPp+qHjxo3r7FyJp7579+7z0htvcXgRv+/Td55CzFM+wmxK1/XIbtQGBJTa5q2umg3Tus75rMMwcJZ6TJPJJIoWs4FYZLj06XmyfqvbGELMbB0FZl3fMTifcwyapkEXZdZuhGLOhsjimZaaB0ePeOKJQ97vuMTQL8fluByX43tkPGYeus8RZp0NaKloUpe+CJJep4rUBYLaWgH8C3/lp7hRHrJsUwfZaqQbePqZWJV/+Xcsr74Vj/C3ri4wUkbFJzEwSxuFT3yhtR0Y80iCEsjgsOl9wjCwOXvIKiWE3L37AGU1JtGHPvL8J7mWMOVqNqVvenSdOOxDjxsG+hTSobQBZ2P8HXHnHK1nS6OZGJNTiPavX+fK4QFHd6NqrG96bOMyF7aczrM73JXDXRaLaZZ19xdL9M6EQqdwA92hXJJi15bVqqFOJazrPNoNLPsRd+2xznJ4mCLRlucsdmMVdH9Y4dYbVulo3SqJmFWE5HTIfIIVgSFV0kIqihSLp0tD5yx1wvIH7fhX/s1f4KtvpeNou6ZKlefx1/9XPvyTf4NxKg6uQaOYjXCAhHXTs5uSk4Q2OJEw56KgVlO8HeXvHwwPvSgNyyZWg6+/8RZaadpNvC5Hp6dZdTnbL+nXG165H+m3t556hno2YzKN1/xofUElBX1SdC5PL3j0bqz898wUXWrai3g/vJCYoqAfWVXB043U3LJMauF4jR8cH0HwXDmIEMTNmzfY3d3NOHlpygy/EAIYw+o8nkrbZs1y07JJkETXWJ68dTVX5UqpHILd9h3OO8oEb1jrKIzJsYYhQDe0uQey6bpcGTvvY3meTuVd1/Ltl15lJ127aWGo6/i6s/mcsijYSwZbTR9hnZEb/6E7tznb3eU4sXq+9fKrPP1khGSFUFSmoJejXbBksD3lSDsVgqbr8ndw3ucAbSsCqiroVuv8WoN3DG4770aOupQGH1p8+j5GlyjpaDOMIgkhoBM1Wckl/9P/8hsAXN3VfPpDkvN0Ink/4/Hy0HWJdWOqTEwyGWlKXstskaqNYXADMi3Kbzw85+OffpaP1HGSvXH/AmTgypXYbKrne6y6xE0uNFrqjFUJDUhFnxpPWka/DYgbzDBsnf36dg1Bcp4ag0OQyFnJ4kqcOEXlaF16oFYWKQXdJiWU2AE/+IwBgmToetpVEjxtNogEuQSjKEyNSYKYTWPZ+8xf4vRPXoj/DlwcH+VJ1ZQNqhqThAqOj1e44/gZRVlRPOqwLjYn1XTBqo+UwFsfusPq+IzJtWiZ8Omf/lG++aU/4vyrvwNEWEgYFSEqIBSCcWpe3bvKI/uAdROPm/KJa/TSUY7bobV4WVC+x2NlSBuy8g5ZaAaxTao5PVliRDxSbpav8eqX/y4A1/7Sf0RQliIJSoyZIiSZ9lcJEPN59u5WQ5/hAak1XplsBzxaKTzuMZtNOEvWEx/7xMd48U+/nH1GtK6y3YV1PZWecJgEI15pqtrQpg1pb2+P9el55nzfvHETdy/ZMS9b+mFApNedTKf0wWd7hbZtadNGjRRYFzg6iU02hObw2gG3kqvjfGdBWdaUKUkpONBmtN4NFEVBkfI7lxdnnByf8O2X4yb06GTF7OtTnn76DgDPPfdchiDGhdv2I4TZYYqCbhh/3jD0NjorAptuk72C+sHTW/i/fv0343VTFQdXFlxr4mtev75PnRxHy0mF720WTkXRjmJnbye9/4B3jt2dWKicnZ3x+puxWDKFYTaZZujDSEVRlRmu6u2AqQq6UbQUiNxNIqQipaRIG3DTbBjCkPtznRvyPYg+/jpTOF3wVHXFphmb+wa6ljbN2dZJTpKN8vHDjs1mzcUfRyj0/YzHuqD3vc3mXKUqsH7IwiIhyd1iIQNG6Lzz6xp+76V3+MzVeBNuThynzvHFX/sfAViogaOz1BBBEax7T6yawFmXK3apBH4YfaAd2kScFkAVO6xOA0VisjT338b5lumzUaHaDUP2j3jUrimrCcaOnuae87NTutQAEsBktshVNtUE2yY+stT0rqdbptc6eoOzX/llXDd2yy3ldIJJARHVxOJOE+49ndCcneaHaHZlh5M332IyjaeIwJucpcV++eY7XL9xje48hkf8xjsvYErDyXH8HKd377J0Kw5vxYbedF5z96230vvssntwgOzjdX366iJi/aPQpSooyjJ7kdNsKIv4ADkkBRIxBu/qij/9n/9T7nbxRPXk53+Gp/7F/ypeNxnQSLr0IBgpKE3BdJpOHELQdj0yJOxe+nz/Cllgred8HRc9/wHZ53Z9w2jF/idf+gK7811CqrKbtuEk+f/s783B2hygIkRg6D2L3XhNH21WVBJOkyndk7efoN6Lc9EJw9Bb6tS83DQbvFJs0gmp6YecD3C+WrJcr7iyFzHlg4N9jDLUVXzf6XwHo7assiAGus3Y0I6hyZPUcLS7VyiraQ6PQBkCGpHmwSBEPhl0fQPB52cEIXHCsUkCoL7v6V2fvV6kqUiaI949PgMv+KEf/aH4Wpt1EiHGv93dmbIzT2pi79GFxiQmkbU+io36rVfN/s5OfkbqomAxi/Pp/OIMG1w2CKMoWF2sc+6pkSquSGPWqZRb8y0hIvMmLUx2CISgcoUupUbIFHuXNrExSKNPal2RllyR7AK71CdbNQ1mNBtTkkHtcJECpt/PuMTQL8fluByX43tkPF6Wi/BME03H+wHfbtWhRmvcGPIaosn86NKmhabvO770ZqzEdsqCp69MWJ7GI+XTH3mOh1+OGHo9KTl5+Cgb2AcVGSgiW2AKrEqdc9dhRE2dZPXNZo2pBDJFQT31kVsU9YzjowhhnJQTTKLmNV5j3UNUOm55ZwkIzCjjVgF5dEKffCtqo6mLFFZw9AZFVWUXx8OnnsClYyKA21wgvMgMh6YJuKTMa4/uI7XgUeL+3n27Y320ok62qmGhmO7Eav0rv/8CRSUIyRflQhcMIdAm98XD6RWKmeTibrLpFZJyFpkPSgieuHGVLknNp9MaPOwmPFHPFL1rWEwjLrvph1whx++mYXRF1BPmn/6LfERHhtDezU9mYW/wHlxHkfi5IYDzPTLh72VVRuXeKL/uAypVZstmBWHr8ig+oPpkUpf0iWY5KzXd0DOk6LG5KRjGI7sLSOsYCSqFnlAYneGkqSopSkFiyXFycpyrw/V6Rd95qBM91Rhs3+P6MUHLZrisbXtuXr/J1YN431fLJQfXrjLfjffKmILC6KxillozUfEZ6Lo2wejx+l+9cZ0QAle7ra2C82QcfNk0NAkrNZ1CacX9e7GyDEhCb+lT0LgbAkGEnOLz4Pg8Qzu70wmLSZmDxbXeozSKeXJYnJR1ltxXhaYsK2TyL9ps2lgdi61XTWs31MkV0ZgiUymn0ynHx8ecnkWIcrGYxR7byFwRirYb8oneOp8ZPUJE3Hw8CUBUi45oQNcNuNHOODjsMGQLi7FXMNI/nXNoU+RehFATnE1pYaXm0dEDjs4b3u94rAu6kSI/5AJBVZS5IdkPPTIdg4T3iEJnr+em7ajKkvFJ0FXHz//c53j+UxEq+NJvvczX/iB6gJ+fXrB3sEeXOKsySKSWjDbLw7BBjZLgeoLH0XcJr61KyvKA89QQeuajH6ec1DSp2fc//L1f4eAwccM9bC7O6ZMCpmk3NOs1ezsJbw+BG4tD7jxzB4Af/Okfg4QL3/v6m+xe22FxM8q6H732FjMzx0ySSMko/DBQpIeMiWYvJZwrE5DC88zHfhCAkwd3udgMqNO4gOx/5Bp71yJW/cXf/L958c++zhd+98vxMw4FL73+FneTnH8pBJ/b3+HK1XicPnrrDX7xr/9VAG5Mr7DZXDCv42tN6glDt4bUp3EWqsmCk9O4sWjnqUa/eikQSmbb0elzf5EfFO+ye+PjAHztWyt8atw2XYvzFpM8tItCgtDRjwewy3Vsjr8n3cmnxcS7wGC79+DVH0wEnfcui9WklDzz7Id555Xo4RNwWYQDUJQVMokZVs05XliaVLjU0wLvNOsEIS0WO+xdiSlDZ3cfUesaM4nX6eJsiSPQjfChtbmB/eTNq+zNJxRpUT48PERqwaaJc2Q6nyDYQo3D8B4qrzH4ftjqQ0KI4psEeTnnKEtNWpMRKjBP32e5kiwvltlE6+x8ifU2p5SVRuOCz5Fte/OSKonnCqMpC82sGo3XArNplW2wC2OykVfMG5WZqlvXFc75HNnYbhqqusjzoW0370lDg6eeusXbb0a747ffOeXatauMPOfZRGGMoU+b3fCens1mtaIYv3gazntCKkqbvsuaA+8HpIRijK/TEuFdhhYHHHawNAmauXPnNkePYmFVVtOcvfx+xyXkcjkux+W4HN8j4/HSFoXMxyaJZPAuN2Z67xCp2phUBZ11NCnkwKh4jJU6qSOlxTjL13/zGwB88f/8x6gyiTeUo9y0WSaMC1FdN09Njl7hu9Hi1lNUVQ5YrgqBlHC4H2GHYX3BdFIxKeLn+gt/4cf4tX/8uwC89O4pp8NWCXZzvsNiKnhmL/7tj/3oj3P16Tnru7HBdXjzDuiRaniXpz71g+zsJyvaylKLBdefvxV/Dpqzd++yufc2AE88/2nKw0R9m9e8/a3XaNax8bl75yqHUnLxemQh7Nx4AnE1VsIHH3+LH/6X/jrPfuF/j5fC9fzdv/3LHP9uzGotVgPHTc+dWTyK/8K/+3M8+Ww8gdx//WVKLbmaIJaqVkwWc4KI10oWHmSgGO1Cp1VWzBEcxpNVIne/8r/xzW98jV/7SnRb/Lf+1q9gxyN8CGglcwXe+YCyNjNvbBAE6UmnaXSlt7Jz4VBOZQtfJT+Y+sQYxSbN1cVOzcvffpHnPhJDRB6+/TY6Ofm1Q89CBFRiCmmhOT07YzZaFqjAfLJV2E4mE84TTbEfBpCGLgUkaFOw3mwynNN2LTcPY2VcKIkpyi31zgWUhDophK3rUdrg7MjkCFHYBwQBldZZgYqUdF2Xn1NjTJT+p+8+m05pEpNjpiWmLjhPAiaxKzg9P2OZ4KfZdEYhJXspZ7cwKrPC5tMZVWkoEuYiQjLsSt+vqgo2KUxGKYU2CpE+E1KjShi7raH0DF2TbRGM0hnyUErhg2PvSrxW8kxxdnKRm74uWISTGRpRSuVnfLozY7Np8+sSAlKpjAY4N1I+EvNGiO8QiREkRXomVuuGQSm6RHN85dvf/o5r3P5Tpm89Xum/3EbBGakQkCeOkTEpBMAriVBsPROsAxUwKWT53O7why884AkVMafZk0/z7tvJg8QLehOYpkvrlWcYOqrE9xS6YpXkxvNJhbceVcTf1VJgCsPNm08C8Mqrr7LYvYpIx5+PPfcMNk3e6Re/ze+++FpOV//RH/8cz96+w5M342S9/fQtqqKgUHFRVkagVDwS7j3/WYorT3CRKJCHt56hnu0xTepPpGJ+/ZAvP4wc5Pmt65nqpap99u/0mMTLNns3seuGdnEHgEKXTJt4dDu48iw+nHH9IHq3vPXgHp/8zI/xx78VIZj9p67xiWc+xM/+5D8DwFMfvcXpeewXYB2KkP1mtA4oXdMm1ouSEwQKn6CSIAt8gtOUKGl9IKQJuj5+l9/6J1/h3/j3fzXev9UK5ZNFwuAxpsh+7r7r4+umY6xP6rsicZC9kHEDAGTXIicVYbTadR8My6WcGfqkpJwsFpxcWJbncVHDS2RSEg5dg5Bku4Sz5RKrtgHG5yenVKZkN8Xzaa1ZJB52PSkJQWQqb+8sg7Wskz/L4ZUDyoRHV1UZpfTpfZQylKbIG15lTLyuYbQhFltmig94EbbYrhRorbJPjrWWEHxWg9rWMh03DqmppMYcJh8YH1jMCqS8nn6Om9T4t33fIeXItBFokVMa83uNi1zXthkTD8IjlKBNqV2TegrBb+EOPMqYbDPSNwMj8uGcRYjt5mY0nJ1veHQc15KDg31EpbKnjHMuJ6cNzfAdTCohJW27yfMeYbMnDniEUFFZSwzMdk7gky7FCcHFsuM8qVn7dr1VlQ49uztz3k0K1fczHuuCXiqd8U7vHQKR8WzvPXXazYIQYANF8uwIUlBIwTpxvlVoOXcVT12LNLhvfuObrFNAQucNCycQdZpUQ0CXMvPfTTllZz9WpF3XorXJWFxvNWWtST035vMZ3eaCySTu5noY+Mjt+J5FKLn9xHV+/bf/AIDDgxtQFzTpuXh0tmRqAqQJuVy2dG0UOkxmNcE29MlbY+gFz37qeR6881K8ToWinD3J9dvRH/1ktc4P496dH2Fv/0nO3o65oBy9jZgcYHYSjndyBIu4UZy3DY9eOebBWWxSPTg+4p0332ZyPX6HX/rn/lluL65y9am4gKxXZ9mCti4ExteERMOaLvYZho5JOVITA/3mPIcZKLE1MULF+LEiGZPd73b47C/+TbxLGLvzuNEHOwQKBDYtekJIgiBzjK2zGF9hi9SY8gOjia8QBqlEzpP1/5S44//XobDs7MQNdr634P7xGjukDSl4+jAGm3Rs2pbZPP7usGk5vHU1L1pKKUKAZh0XqqIqKVPfaLCW4MOodqdpWlzfc+0w9mFKY9BmawnrnMtVJgysN0vKegyP8Pn30ofMtq/j8/gd30+prbVEipwbf66qInshlaXBeYNJHhbWWhbzm+/ZHGLlO96n2Wwam+LE51+p0aYjLqTGGGw2KitRSYgnVHyd2TT2mJwfMEZvv5eA4MR46EufJfmfGxkFQWmzK8oZs5nIxWPTrjCFzAWgROYm7vnygt72lAn3j7oHNTriIgA1alyCo0hWw+P3M8ZsNRRS0tsBVYx0SZmLW29htbr4f92H72ZcYuiX43JcjsvxPTIea4Uug8CPxzziUa9Nis5CKcZOswse53y2ou29BWmYJStNLyV/9PWX+b2vJeGNMLlSfOHBQz5/4wASNKKQeE+W2XeuYZHSWZASb4cstXbSowdBlVSZe9eu8eCdezmAWZgqO+MdHswppOa5X/qXATi9OOYb3/pTPvqJ7wfg5f5VPv2ZT/KP/sF/B8C/8zf+PV5JSTR/+z/+B/xn/+HfhFT9KuG4WHVsEgVt6DuWF1/HFuko1zXopGw7e/ACxaTk9EGkbBZFhTpf8Rtf+HUA/vT3X+eZj30UgP/6H/49fumv/RJ/51f+PgCvv/yQ/+Sv/uv8Bz/7MwA8+bHnKZ9YQB+P7c3pGpVKlVqACA27uxFTDwGKoswVU9f2SLelmRVFgQyj0VI8mjqfVI0Hn2RnejPjtHbY2g73biB4uT2pOU9RKoYUWiwkDHZDm44+VV3R5zACx0xUrFO1NR6NH/eQvsiVWdt07ExKlolmOilkDnXxdU3XOao6/nzz6k0cITt0zhY7qVpPdF2tkYkGq7TGW5WNyfq+pyxLKj1Ky2VmiUkh8T68JzxCUhRFpts1mzVa66w61VpnEY4Q0WJ2xILH00PGjQnR8M6N11oQRhqwFClkPUUNGoOUW9dH5zxSbvF3gciv0w093vtMFxRCoJTa0v6UzFRWay1FUeRTglKa/v9p781idU2vO6/fM7zTN+xvD2esweUqOy7HU+LEgSQiCESjDml1S2m4QdCi1Rd9gcQtEuIaBJeIG0A0g1qABKTTdId0ID0QJ6Qz2rGr7NguDzWfOtOevuGdnoGLZ73Pd0rqi3YlOhZH35JKOrv23u9+v3dYz3rW+g9urwipCCJVK/M6qzFa2MTdlnHs8jlZ46kKhRIW6sXlNVqTre+Msdnco7SpFz9V91pBURd03XSOCsMEcbRYu++/xxiSmJfMgtbdwKPLa7ppLmAtfrIItAVGf7Td5lNN6EHFfLNDiBhjqJi2iZ7pQTbGolD5Z2ubHozJFqrf7nAqE0uJM8NOHtavfPcDfuFjd+nlharmS2yQvw1YDIPoKVTVjF0/Ugo2PvoBN0bsMl2WRakYT09zM7/zI1U5se0M11ctO7GkO6qX/Muf/RxXwtL87/6P3+C//tv/a54Z/JP/969RynFK4G/8m/9e9uC8Wcz4+V/+Jb7wL30BgNt3jnl09QG/++XfB+Df/cu/jJfB7PU3vspv/dY/5I//+9TqcRFWy4JG4JTXjx/xf/5KGoLq0vB7f/cf84ufTIvMv/5Xf4aXXv048+M0uLVVxLOFanKKIvs/vnV1j+dfeJF+EMU+O0MV5Z4Bp0aqUuUeulKKMOlvR0VVNIxjurff3HjCcEl9NaUJhSnSvawKRV14SnkUt0OXGiq5lWNp2x07ObZ9oJkJ1b9qSt774JJOnhPf7YDP87SjLssMsfVuYLEss7Lh0eI008iNLdjtdhyLrGtTVzxuL7DzNKc4Pl7R9Tsm467SFtx7L8HrjDHJlrBKxUjfDxit8H5KIAEr1yjoZN84JWFjTFIF7CeQgULFmLVPAipD/ELwxBAyPG9KmjkBlgk7PX2tQsxuR1VVMo4DjUgKKKUYfcwLByol9NwKivvjV0UJWuWv/ejS35BiK7LHcE+LxKT1FGPE+QjSigsxMjxhzxdjZCOD2Xwtp5aLLanncxZ6PyOorGE/E1YMktyLooAxsJsSujFcXp3n3r6BDDe0xlLaIg99kw763v2oGz33Hpznz2uVBpkjeb/Xcfph46kmdNc7tCSMMXjiE3roLvhMOtp0O4zSWKnQXYyUWuUKI2hFWdhMlfdjwIZpUObox5ZGqOPKaGJMFxhARYcO6d91XaJZMk6COQrG3jHIzddNyfxI8fh80nBfEKUKLALcvnWSK8vt+ZbQK06OUz/6P/tr/w5r53njO0mP4fZxQ5Chh7Ilp3fu8o9+9e8DcLE557f+t7/D7//Kr6RjVwWb3Zj75j/4338bK5rmpm44u3XGK5/+HABlafjr/+HfzMOX7/3Tr/Gpebpud199lfX5YxrxNayf/yRt32YNj94/ZLZcoKNUl9dXjGIScDx/jmp5E1NP+gsFLpJ1K6zzUDWU0nN344ifjA1QKDNjLS/Jg3ffpfWa5TIN+I6WTdYgGfoBU2riMO1WFM4bNNMwrCdGm/1JTTS5ehrcQFlY6glPHX80PXSIBBlwRzXj7MYJ795LQ7ahH2lE+yOoyDB0GdETnMIPA+Xkd9nu0HHv37nbbrPUrCOkRVPuc11XqOizwFby8hTde0ngU07o+x6lVO4FKzTO+VwpoxWCN6CoKpQLjH7qi1cMw5iNrgfnMKYgyn0viyJLYg+uJ4ZchyU+gton4qqapYpcPGA9MX9WpQxKkyUFduwIT+wUQtgfeJKwnWY2w5gMpXeiy661Yte1bJ+QAM4fFUVQATuZvkhvO8rzdnR0xKyss4m0I+6NW4YBYwxz8Sr1MXBsj/FC/fc+Yu0erx+JT+xOhvT/5N6fX6159TOf5/WvpVmYNTqjn3oXuHXnFm8+/uGHooce+iEOcYhDPCPxVCv0joFKVPWU1igLQeqEoMFJFTarZ/jRZ+Eugsc58qqqtU4qjVKCuG6glOq3Kg1DNMzlV8exT0bDUjVUdZ3NFcauxRrDKIxGaxPhbyc9sZszi6tqmlLcc1QQo1co0JSFYSlOQX1dM7aOfpNaMMvjU04Kzb/2xaR0WJdVnrpXdYG2BXf/yl9MXy+XVIua2Vlqhdz42B0GpbPoz6JZYgSSdtXuQJUEkRTYvv5tqq//KcVRQp/83CdfRql0jsumZv7ZH6cqpf9+vsMqw2aTUC+LI4WJDi/stboqWK9ly1gYDI5SBJ2cC7jtBiM1QFU1KGMm4i8hQlFOLjBbXFzzj343wSe//uY5ha6oBdO+G1q0MCuddTT1EYNA0EpT4/HTCIShdwzbASstp8bOKWrpp5eGojS5iivtDy83+ucSJlLJjnA7QtMYTo7EwHjts2vV9XrL7bNT1msR6zq9gQ4xb//76DG9pyrTNX7nre9zdnwbgM9/5jO8/vXXOZX7fHFxxTjGDPMrbZGrv4ih74e0GyAVtu4JIwprbeqpi6hWXXhGqYz73cByvmAcJpb2FmsKRqmqbVGgbY0TOV2nTD6ORmPLeW4zRhLUOEhvOITAMDpqgQxqdJa/2G53MAZCN6miFnRtlxEx/W6XeQ0hBNCw7aaKXGOLIrtcOeek7TLIsTdPoEsM4Ym2UF0Y2nZHJd2B+XyOUTq3o6IbM/pkvb5KSKOJsSoXd9qBFMYw7SmKooC4n2NYA+sYuJY25KAqvvGVr2YWrdJ7ZnxU8O577/BR4qkmdKtt7jEZrdl5t08QWuft+xgdxig6UWlTSjEryye8+yI++Kzm5zXZP3HrDX/w/XP+lU+kPmVlNVF5gmyh+uCoJ5iYSru/SWd5u91QNmW2oOv6kVlpMKeiwXLt8ZPFXIRSaRbHCdKomp6H714z+nTOF5sLzm7cZDclZWtplinhjOPIYl5zMhOq8vU1XHWsujQ0rYdIrfUG3gAAIABJREFUuLrm/HEikdx3I0dC/a/bntWNFZVoJfuzJeW8YSM4WlVaZoJd9lXDOGgevZMIPUO/4+xkwfKWPKyDQWuPEdnb851PnH5gdusUqnm2fgt4nGqJAi80WDRh72puzB56WFhitPz6H7yWrnnfQTOjFfVIrSKjJDmjC1Rp9wSzvqeqqjwMU2PAhzFLK88XJxhJLqtVwTy03BSquXUCm3zKcfP0Dg8fpuRy/617+Lu3ODtL9+vx47dppZdriznj6LiU4fjpyTF3btzm/UcJzlrdXuKGASXFiYtKbM5guTzi+Ph4GjNxcnLC48cPWYgOUdd1DNKeGYYdbT+wE/ijMoZi8FnzvL68QvmQvWcf9112DttuBkpd4MZ9f1obi2sloZclKIWV4kSrSCHFhmlK5osZlSgbLlcrjk6PuC+f9+z2TS7PL1k/Ss/q5nLDpWiqRGeIOmQruHEc6Noht41iDGzavZqisToPPcuy4LpdY4vp3Yxoa7gSLkDn+tyuWSznzJqS21I8LRc1wzhkCKRzDjeMaHmuy7LMWi3L5TJ9XxbRbnBEgVdCUnbNCpYxEmOklv76MPYo73l4lT7vt3/wFsFFhrBP4q18do9ntZgDPzy56Oni0LXNQwEVwUY1zTEIkFezumnYtW2+UMF53DAS9eQuq3HT0ASw2uSbq3C8/t59fu7VdMMKZYneEaSytpXNH7rdtMyPlvkmlL7Cj2P+u5cX19y4dUwxIXNCoJ584tC4GJmaj2qA0+eXrFqpoM4f8Oj+fZZSjTwY1ixXiWBxMp+jAph5ehHm9gbebSalUNp+gy8Vq5M0AFtg8YKi0EcNsTTsJlNfbbi8XEOdFof67su5mgoh8vbrf8LRrbS4HZ/OcQuLC+kh04XDBkU5DSibivVFuqanx0tK6/dECu/QusSIBV1ViUSoiB55BV6quhHLf/nf/D3uPZZBlFL4dZsHb9ZoeqkejS0JXcg7KHTEGo+TaktHRVQjN1YpaZ/WLatScMzmmlL3rEy6t2Xxo+kgOh2JkgB3u01KrEZIcsrTynzg+++/y+defpGFLORt11LrhlqeN78d2VxccqzTHOb23ReYi69ui8M6xfFZWqyHwbHZVJmMN5vN8GJlZ5Ui6pFOMs/jBxe06zWVoJBu37yBiYq5SPFGF0Ce8aKYpTnXZHVnNGVRZss7Y3pijMwlUXVtm98fP46JZxIm9IlhuTrKdoI2BLquz9rjyj6hmTKM7LqWdnqGoqcbhvyOR0K2YYwh0u66XBn3fc/DR4+4uEis7LKpKWcVMxHoC9Hn3cquv+QX/+JfyHj+pMOyH0BabdClyqJg6/V1zktpuKsgI1kUxtpsiq3YD4vTPRpyFyEG2PSRN95Ji9v96xbXB2bTddxtMgP6+KjmjQ8e81Hi0EM/xCEOcYhnJJ6ywcWQ5TJ3fYdWCitryugdpaxWm+2WSMxyqJN2xIRhiM4zmzWMExxM5QIDpTW7tuXeJq2Mz5eOea1z/9oNAzs79dM8qt0wFxRI1Vg259fJTRkYFWxaz0LMZ5dmZCd0XGNKots7lNRlUjVpY0I7nJ4e0cxgfZ62WK6F1p/L5ynot4pyJwa/i4rLqw1zEfCflQX1YsXmYfp5txsIUp0M2y2bnebGqx8H4FHb4a6vadepd99ut3mjVoWR5saK45NUic3nJa6whCgVR0jSon6COBhNKWzdqrbU9ZJeqOX92KFcC9Jr7AfwxuN7qbB0meuce5uWr5yHTN9vyoqu61GCrR29y7LJVoEqdGYIBu/pNhui3O2z2THPLSqWNl2LTzx/g0Uls5YSGq1pROilqj+shPe0IniXK+eT8yPQii98PunpPHi84eJCkFFeYcqaKLua66sr5nXDXDgSY1EQFvOMyijLEiPX+/HlY2xtM21eKcXp6Wl2dhrHMePQu+sNvu/z9959733OlicsTtLz9cEH9+l3LddiCjOval4QuYtm7tF6T/UvCouKhqreQ+pG73GjMEetwU9QVhcxhLwT8y5yfr3Omy/nIn2/x4tHutzaMQaKpmY3ir1bSJv3Xj6D1oZOUCtd17FZX+W2Y12XfPyFO3zuM0k/Z7aoaVYNx7IzjREK4ZaMfcdyNs9Ir7oouCEw0vT9geVymXr6EnmX4ALd2D/RGYiAztjz4kkNHJKH9VpkRoYx8N0PHvPtd5K0xuBMsuCU6n+MASuttnldwRUfKZ4uscgWFDIYU12HtjbrSRhtaacto7WUxd4vUWPQRmet4aooIMQPbW+smezPYFE1/P3fS8Jd//5f+gXG7oIog5lZXaPitN9yeKdQkixtWVHNV7TrlDx00bC9vKIRN6DKWtwkQKUgRs1MHvQQk6NRMU8vdrQ7qqJDz9NiMFxd0T1Ki8HOFpxvtyxEn/pqUzCvax4KdrnatrTvfoCZ+qPDgJ1kN3fXlHXD5VeSXV1dFsxOTujbdM7bwnJyN/3e0Y1TbFMQpFU1RkVlNEFuu1EQJmEoIHQX3DhLL30516hybydmFeh5jQoT+WskjppeoHLdZksrPez/9H/8v/AxDY4BordUdk/51ijUpA/tXBpUTSx0ApUxrOSaf/b4mqOZ4cUXUsvlxipJnEJaKGIYsBNdXBaqpx2mKSkkQTRlwVs/eJMX7iT9HBMjb7+TXKDu3rjJa9/6Np9+JSXPVVWz3qwxkx2a0TS1ZZz0t8saJzMYqwvWQ59nTrGwLBcma5qP3mVBumY+w5qKk1tJFuBjH7vN0fwYzVTVvIJygWEn0tW7FnkFcF3g8vqanbyLu7ZFAac3hLtgLcvZHC9lQ9nMaAUu6LwHH3MLJiiNMWrfXtOWru9TqxLwXU8hi5nzyVJu0vkHxe3bt7l9KjMqpVh8LLUsh2FAG51JioFk7zZbzfL9aI5ntG1KpovZPGu5KH1CoTRNORV1CqstTmZfJ6crdNSsJTFvd7s8z/HeY3TDVgAJZVlSlJoyy5dE7NR+CoHg91j/i6trvv7tH7DrJnldxRPAUQqlWYh8dlnv38kfNg4tl0Mc4hCHeEbi6aotqoDv9zKdneuzyl5UES0rkw0xVRyTqI9ShEhu1xhjwftMyTVlgZZtnyo0Shsa2dJ/490HfOn5E7wS9/qupxSCi/ERHyLrdaowZlExaxqCX8nPdszms1wFWVugBVrZDi7tE0U1cHAdUUfcOO0yFIoSLciD5uYpy1Mpg7pIoedsNolV2rU9R8slo1ThzaKm7x11J8zYsWcnx5lVFdurRxjZCYy7jhh33LibVB6PbjdU84k4BfNmQbATxdtgdJGZiIW2KKVwUi13QbGoRcLT1DD2GWXgceBtVjp0Y8QrR9eLQa7S/Mf/wz8AYLt21EXJlQyiR99TFU1GCyR4ljBB8cQYMGoPWb2zNHz2xVQRvnTrlI8/X2LKtHtp5golsL5adTA4mO5P+BE5FpUzLmK6l03TcL1p2W3SbswPXdpCA4/WLYVRdALZnJeOq+srzqTl1287etdRSPUYxwEr7Oj1dstu6LgW84tZs6CqK5rjtJPxFxcE2dEezWfEuWYnPqG3T06p65JRCFmlLmhms2TnBfTXLV6E7wosvnOZol7XM8Y4Uk5iVVrj3Jir8Dfe+F6GYb7z1lvMF0s2Ijq3XC7xIeRdhvee1eqYVz+dROfKsuRIjJy1tRRVkdtNIYSk/ChV7OgdCDJqcI75yYIrgQgXVYUqFMViGthXDNGxkJ3PfFYT5ByKuqIyFpNJy5EQxkwW2u12qKDyIDTEkIfa3sP1+ppaduXapPbSpBgZ4p4o2Y4DPgQu5Ry/88FjvnXvnGF6RnUg+pjfRWs0tQz1l7OPXqE/XT1059lKv7aqK8oQs5ayMYZCdCqiNRgS2wuSW44mTbcBetdDCJipnxjjh/6O1YnxBfCn77zPnaMZz61ECzp4opoMXCPEQC8vgnWgikCUBOh84Lrd4YSNd1RWzE8THK279y5GG7qpf1uVXG02eQuJUhTNXsnRanJfcuwGRtfTrdNxi11HGRSdbE1731FVNd5P8qCWTrZq1dGMZllRCXqmnt+krm1e7EJVoReind5URG0zQ9Ca1OebRBG1qvEqsXABZrZkXorOjS3Z7DoGuT+hgNI2tLtJBU5z0Y14k87rb/0vX4ZBFpJSEQnMxF2HoHBjzAs0xqAEKjlsPc2sIPp0Umc1/PjH7vKpl1MCuXn0NvNbN6grQUdpRxRGnRl6igBdt5b7+aOBLT73ied49+3JVd5QlDazFn/iJz9HLN4E4A++9h0KDX/41dQO/PkvfpYlik5+tlg1GGNYXySEQ33zDmsxmC6N5vLhY166JY5ZY0fd1BQCE1ssj6nkfRliYLlcUkqxVIg+jJbtv46R4EaWgqKaL+dEeb66TUvYjhg7acxbqmqVGcLEpMU+qTPefvG5PP/oty3jODIxAwaXLNgmDwRbWKwtc1siGM1MZKCDAqVNLiCGYaDrulwENFrjYlqQGqUJOFbSzkQnHotispl0NEZRyUxOa40u9/+OgJmQRc5RVzXeT62QQD+4jMzZ7LYgyK5h7FjMZmiZgQQ30pRV1pW3di8p4AfPutuxHtLP/vYffI1tG/Z4mqAISmWK/6IomQl8upYF/aPE07Wga5aMYgQQXBKzqYQqa6xOvm4k8k/fdsxFjCsig7RMKbbYssBMkhDGEn2qCrSxlJXm6ir14u7cus3Xvv8Ox19KglWLhWI3uca7HmUtBekctrsWa2rsVNFWBSoEBsHz2mOyOUY1q+g2fZZBUQYWzTzLvhplIO7tx5Qus9u5LSrK0nI6yfhutsxnTRa+CgLtylKmAYxgiMu6hugJky77zVV6GwSDWy9mrAT3TFDM5gVBMnhhpYoYRWujBqJiEE3mG7efo6jSC7ZZn9P1O5om9WGH7SXjOBKiLEo+UJQNv/Xl3wNgpTqssIwiJWOImQI+jAOG4gn9bZCNDqYyuBg4EQjnx5+/y6deUNw6kSp8bpnFD7BedmdA9CkBDu0Ot+7R8taHdq/X8TRDVwVWrvFRM+fSXnBfOAQfe/4MJ56aq3nNBxcXLF5IPfQffPCQz7/8EhsxsVjNKkLUaKmGQzfw8o+lQd/5u+/xsZc/nqF51hQE5yiq9I6UZZWhhso7+l1LU+51dsqyxgURMet6FotVLoSU0QSRm142K9pyR2mEm7HZopnlgWtRFNSLRU7Sw9CjpWCYVTXR7d9T1/dYa3FC8On6jtliRh5hqSJLCjgXcB7GIENCHbBVwSBfU/hM2hndgNIqJ3ujDWgo5B5oFamqIhcQ1tgnkYlJplfetSRkFnBSTI6DZ3AjWxnGBgxh2tkUBq2TlRzAbJ4G2NNzHX3Ayb+vuh39AL/5+2nxPr8O6PBhjRalVN6ZGqNY1jIzcx99FnTooR/iEIc4xDMST7VCV65DmPLEmKQzG9n6tIOjFOf6YXSgDHFyHYoB7xRlOYH0PcFFrPwu3jFbSKuASCRwLMSAsb+imS947Y20Jf7UcyfMJrp0PQc3EmW71Y+OKzcyP0nIjXkz5/HjR1QCebo+f8TqRqJiW1Nh1JirhLHvknrkJGGqC4IfiVK1ah1zFYcKzI6OMGoyj3gOrQ1aqoRuuKawdRZiUk8QsBpboUqL8E0w1mJNxcSUKIoqCycV8wplLTYTOQx6iOhy6qkrQu/2TLditidrBE9wjpFUvQdGYgAvNoBjUPzRH73GSmRH3VnDi33aJT1wFRfXG7xA20pbZQgqJIhdH0T6uKyZKcWZ0PmfO4mslhuaKh2rURfYUBCvUy/S1EtEB4uqmNGGDaE5lc+34EcRZbXk9G7aydx/eMHNGzf5hoiy3b15g3kjCJjKcGO14N2HSRLh5q1bvH3/AZ98IT1TF48eMrs543QhyI7g+aPf/woAMx1Zzme89VYyQblx61ZiM8bpXtYiQZ3aCAnNlc7PFEUyqRDDkXI2Q1ud73uqGuW+dz3loszPzKo5IXg4v0zPwUl9Qnm24uHDdD9e/emfgau0a2jbkcvLywxb1D7w/r17ieUNrG7c4KVPfIJ33kyon6PTFZfnqb30qZdf5it//HtsxdjBFOm8ph1vM1+gBUmkVZEIaFOFrgzOu5wPCqOIwWdzmRD3Utxaa7z3yXSeZHwRYqQTItswjHTDvtUTQnhCXKzC9UN2O0piaSELqHnn2Ijh/NCNfOveBa+/kdQye68SMSkTIBGj7vSHjo+aDA0dx49mPwdPeyg6OpbS2+67pLHSTzZZouEMCcKk0PkBNCYN46YLV1clxuisTdH3Iwg1GRWpigWlJIgylswrw33pS7771vf5Cz8peFW9EsciSbqmwsee7lpaLDZpME9brOgCozxgti6wW8UovbaiKFAh4mWLGAloAlZuvneRicho6wara+omLTp1UzFfHWXccLXTCbM9yANp95rSplCUutpL/sogppFj9dFRZKfxkuAjTNtJ56mjYlpVQ1RJFqEQGr6p6CUph+CSl6u86G4cCX6gDemh+7V/8P/Q79Z85qd/EoDriwtePEvnoC92PNIxKwFOuiBWFuzAmL0VFYHCGl54Ps0mbs898+aaUgZDs9jA1lGIfZ9ta5CXxnnH6uwTxDipL/5o9NA312vuPp9giucPz7l/7wELaV2t+45bt9PAuvfw9a+/TSEv9dtvv8+jUnPzNM08qlii+zG7enUP1/hJn8Y2uBgZhVDRtskzs5B2RlUO2dPVWJ0UAMPeVSgyMR1T2y6GET3BV23BIAusqZO6YpBsaYzG7UZOTqSNN+w4f+fbWBnsfu/L7+f2S9fuqJt5/jtKw8oOaGnTbR5d8q2L9/P79uj9McNV7735TbyKWeZaFTWmqimDzIaMztwEY1TSVpcZWgxgnpDeVUpB5EM0/PAEPtxay1YGtzEG+q7P+PEo6oshpO977z90nKIuGCaeAKk4mfrm26Gj69K/H216fvMPX2M3PqkAutdHnz7H5Nh088ZNSimWNusdHzWeLg7dFBnfqlTSLJiqUO9Vlou1hSXSp0kHKRnaQue+l0KMEGTln89muU9nC42KEAQxYppZEtSRoU7b9fzmH34LgF/82X+RY9Xl3mMIDh3ACwe/Mmn42AliQRHRVaog6tkK4wKDTOFrFXEqsJDSues6rLGEISWfeT3LnoelmkN0mDItbtEo7r31feaCvdbGgu8zVrswBVZ2K7asqaoFMQq1PFqMKj6k71zJUCX5Rsa9UaN3zO68xCga08PQg7VoqfJUUdJ+kIhQ3faKEZWn8EpbIgXf/W6iLj/64E1uvPhp3nk7fT07OmMexW/08jG353PuXUs/NCS6ONKXtUZjpOe/Xa+5dVTRFOnzPHdSMF8YVoLi6e/fZ9ZU0KVjd2PAFJP+9jHD9QVmtpLr9qMhFq0vLvMga7Fa8PCDS2bixbrd9Ny5k+7re/cdUY30ssCdX51z5ws/wdv3EkLmxbtnnBZntNt0D7bbDc9/NhGU3nvrPT7/yqt8Z0z6ON2uxa6KPHyN7LXFbVUzdD3lVIHHiA8OHyetl4HFYpH9L13b7itSFLYq92YRKqCL/bUd1UBRlBlBUzSGVkwa9KJkM+7ye2p1SrwRSY5REZzGywIMJpMJfVHgot8jfMpCQAuTf4LHy+xL61TMTZLLMUbKSiMbA5wbk3lG5rGo7BGqUbhxj9JZbzu0VsmXFNhut1yen9OKjlQI+zyT5G/J1X7f94QQaGUY3fWe987TzuU3/+Br3Hu4/lACn851Ch/g7DjlgLpQXAhpcdo5fZQ49NAPcYhDHOIZiadaoRN8ZrM576jKkmHajhu9rySjQ2GzepoyiugCTqrQoC0BqGT12w0dS+mJGQ1NrdByrHHoUMsb6J0YEAQwMtH/w2+9zs9+7tV8EYoiGcyp7JISUbZEGRExsgW7rUy8y5FQW2in7X7ElCaL/RdVJdIG6ejtZo8v9n6krmd016kSmy3nnN28laf40Y2EJxxuoxtQgnwoxkCwDi1QqrKwooCYrpUt9hIJAXBjS2lTFVRWJ/RjJHpp31iD9xpF+gxXFw+4GoSq7NPuKcj20jnFN39wn+988+sAnL34Ke6//yZajDeev3MLRPbgZFnTRsU9OY+qKDHWEuW69lExE3jn0ekpN04tpyK4pY86yrLObNbZ2Z1kphGlajE9XszDDQo1XzKOk7v7jwbl8v3vfJef+NJPAXC0XDLEllmVzunNd+9x82aq/goCH3/+Dm+8kaRRx+j4xtdfZ7WY+BWRVz73CkMnCqTNgr5NlbD2kagVJ0JTD6PHO5ct26IHL4xg4xxlUeTqsO17bJF2cgBV2aAwWAFjBxVy60OD7AyFzek99gkYna0Kdm3LBMDbjT1eUGFaK/pAbkmE0QljcnqWNT6wN9pQ0EyCbUXBsFtnHLrbuVxFA7ghfqhy7fs+v09VWRHj3pHJGjsZXu1/3+3Np+MTsrbOOaqqyuihtm252ra5W2C0zoYqqe9tsrDXbugYI+x2KS/t3Mj7D5M09XuP1yjl8zxLiQHb1DrVWuP1yOlqQvLtK/nl8gh4n48STzWhtx5morscSKSeqT2glGVKRWVZ0nYOLXBCYoe2mnmRXowYI3VVsmsnXelTmG7YMLJcHNFLn7WwmvsfvJPJJzdvnNG79L3z64Ff/fLX+Ms/n9x/kn1Wgyn3vTkdyW0H52MSZQG2bYOOMfcDlbKMw16jpGoqfDfQ5fMo83FH54n9wFLaCs3yiMViQbtJCV4XFrfz+88wm+Omk5jVhGiy3KkqS7rNgJoUFlWRYIxAESxRVxkbb0pNGLrsGBMSup+NuBSdn1+CDBzDeMWF9yiVEvbr3/hTvvnat3np1ZfSsePIzRe+xHvfSAk+uI56KUOp6x2FjdwQUsyV75PuziRJag2dJPcbTcOPvfRxzlapddPUmsYYGnGVUoVi6IbsCenRFLLYjdow+gEvZK5z96PRQ9+sN9lpZzafs1ytKEWd8GwbWSzT0PbuaYtiy+MH6T5fbDvwI3/13/rrAPzxl3+D7XbImOjYjhiZf9y5eYa1BfOT9My4dctut2O1Sl8XRZmd7a0tKct9MkSkXDNVPgR6gRSmn7fECXoXoO26nHRjTO5AU0sv+oDWJsOPfVD5fL1WBBRGNEkKXYGKbKVdRtTMbZUVCIkx97JDCDSzKp/TMAwf6ns3TbU/h6ipqiK3JGP0GG2z3681ovgof8e7PbTQWkvf95nOH1T6b+LDDCEklyU/2QbuFWKbusYondtcAdi1HRs51jd/8C7KiP+o6VG+IKoJG59+YyIhoR1HTcUtkTYYxiFLknxw8dELk6ea0Je1zZVnaZOP4Tj1wfB5ddamlB77pMmsEgMr7sW4CltkS7duu2aSqbh5suLRvfcTEw4oj0piU9ON6SI553LV3Jmeexfn7FSqYO9U0Lcdkx1uWVYo11EIKUGhQF5Ut2vR1hClchzjSFFoaqmku3abGKuCLcVoogztirqmrAydSw/GkZ/TuT4bbRTGgYoZh27igHITQ9Omh1IMpUsDs7piJy+YsXPmokfdbtaUykjiThKlaEdhJpz6SNtt2Qn7cNxuGcVDdNt6Quz5lV/7vwF4880Lnn/xRbwQUBbLOW7c8fFPvwzA5f1zjlYJrbG56vFXHbNlWoCHPtJ3a1aCPNput5TCP6hriwoDtU0rie8c/eIELVVR3e9Quys6KwJqRueK0XvFdnvNlSSFR+eyGj3luPv8bS4epqH76njB6dkZ71ylXmptFd/+3vcAuGkN0PHii2lIevWtt4gq8j//7b8FwKxp+NrXv8nzd9JnXZSWSHo/xj6wPD6ikkVyuEqfeb1Oz/ViEVGyS1MEnBtQdqpoIybqJ3aInqZpcgWchL32gz9j9sM7pWAchtw39ioyDGPGdYc47I2kg8cYTSGM7/l8zvXVFSdHaUHTRFzYG21stztqGe5PaJLJ+s4TmTUVgyTxcRwSVwVEq3wv12dMASFke8uE6NmTeAbv9obzIslr5RzqqmSz2TBOCLOuJ4a9wJgKfg8yCGlxmtaZ613Hzjm+8/0fAPDt791jJ5X/J16oeXDlspViMsjWe1ZpgLPVituikfP2u++wEu2m64cfTTo3XeNDHOIQhzjEMxFPtUIPQTFO7QBrGYch05H7oc99KxdGirJi6Ce2VlJRzBRiq1H4DHHyPjAT6rvVhqASFT8dt8ONnqKYYH+WXrZX4+aKVWX4x7/32wD88he/wGJ1hBNkih97rNY4QeKEbsj0/a7rMUVBI1Vo8EA0ucVijEZpT5SKHmUxlazWhESFnxBpVcEwOHEuB7+9ILq479VtW6zA11wIKLWjEFs5rTRUJuPUWz/idyKBazVEGAUOGXVyWWrFom50HZfn97kSF5WhG+h3qY1lG8PzL32WDy5/LV1H33N5veHR40rOacunPv0K/Tphim8cL/Lu6+bNu9x/9D0uRM2vMhZb6r0VGQoXJ1u2DY/OF/z0c6l6tCrgY0Fs0zn1fUs0nlJNlVokxHTNu/UD3Lal79I13vQf40cRl48fMfTSv67vcrJaUbycdi5/9OAb3HszYZHvfOZlNNkUisW8QlHm0dFf+Td+iT/5k9+lKWQnenLETUFNvf/Be3znm3+6p/M3dXLPcdN+klz5js4ljRGpduu6oe+HPd/AGKy1+X1ST0CAtY40dc3QT0gUTVXa/P0E41O4iW1d7uUtNEnXZJLoGMcepfdVo1KJxTmhTxazJlPwx3FMbSFpUSgVPyRFa22RFROd91Ta5vmBMRGUzq5W0ae2ic7cDIuXc/KyE5hao9vNNlvVQdrBxxhzS8bEkCV+B+8YxoFBEHTrtufR9RUPRCL7nasNa0HHLBdLGrPLCqTTtZ0UFpvK8omXn+fBg8RJ0Epnd7A33n3AR42nmtCNUZQCnnfO46KmleRprSVM2zwCox8zznQcelzX54c52Iqu3xEmLyijsILB3fZbmnqeWx+FhZ3uk4gTibK/E5LKQBLb8qLB67+uAAALl0lEQVQjoqo5u90188mdfrXk/N23iRu54U9Ypdl5yeA8Qfr4ZbNI0K8wOa5o5tYkEReAMuAFo6rKAq0G1CjDVgX9xUPcIBC0ENDaZkq7psLJ75qZYQhjFvJKOPSInhJ8vKILidQyb87o/Za5aLv06x2XcQBJjmF0XKy3xHX6+vLiPp/6mS8B0NiSh7srLs/TUG7oR/p2R+9Sz++TL3+G737vbX78pdRmWd3ccn2RHuzHxV18VPTSO123jqO6YiPkjbltsmN7XTnm1fv00qs/NY6wfpdOvm9cRLUea0WHfrYCwQgbBkKsGUhb+i3S3nrKURY15w9Er/1zL6MXDnFW44WP3eL9d5MF4Hx1yku64uGD76avm4JdGxhknvCrf+dX+eSnX+JMSErX59dcy7Du7MYpm+s1R2KVdnR2DKPLxcl6fZ0TduFKqrLh6Ci9E23bYkyRyULNfIZSikLaLMUTsNcYI250eyy5SrC9aYiodSIkZa/MQuefTdIVcT/QD5bl/Igue3+aJBAmr8TohiwYZnTBOAy51bGYzXDeZ02ZiN5LciiNURqb2xeOqqizpyqkBaLM3495QSpkIZv6812/pe97tjJH8mFMPyvf90oxKXl1bU/XDqzlfr378AH33r/P++fpd693kV4S+PsPdpwsF/TnAtm0YMuGUfSaXrx9k8ZoJnLKdjuy3U0wgo8eh5bLIQ5xiEM8I/F0YYvaoFWqGgrd4+JA+QQkKshQMCoPSuNEflXFJHs5MejmdU07RpRUmi4kT0sAHQIQKIR84pxLQlaye2s3W3bC7mzHFoshTPKYBOZlmVfn3XbL8vZdLh4kKFK/vsxtkLHzeF3sIV2xJYgEKIBy6fvFJDOgKuob0irY7SAojDDDrh89oNvt9qSD0VFWGu/3JIRJlnN3eYWxlkbErLbnH1DUSyhTlVCZhlGUr/rtfarK8FgU+0KMKGvppbrftFvO33uPWx97HoCf+tzPZeTAOPZ85ff/KVaYr2e37uKDYxAY3Vs/eIdHD97h7s30eY9PoZmnHcf2/QtOz5Y8fKJC33b9XmyMgJW2QhMiVVwQ+3SNY7zNys6JnZgHR0UoYSfw1oa4Z+ZFjapO2G7TdX33/Y8+TPqzxH/7977G3/ilRAD67utv8NnPvApvp2qrmVtuPp92MS7C5vqcU5GWCEHh+y2mnCj78O1vf58v/lSSl91sP+ChuFbdfe4MT4vVabCsYkKDTUS94AOC5pThm87M47qeiQT1HoporM4w2cl4BBLENCrNKC2Hoqjouu6JloxJkMFiSh0qM7x1TP6/dhqwhoAfxvxcxxhp6lkWbYsx0MsOvSgMTbPaD0zbHcaYvCPWen++PgaUNZkMVRYlSkNT78lB9azJrZRxHLOVRO9GoqB8IHUK+r7/kGyv0WZ/ziHSCXGoHwKPtluuRC54fXmJ85EHV/J95zL884N14PSoYzmboKMKN4zMxeCnLiwX5484u5F2Y0GVLI7Sv/9IyHsfJZ5qQu+6Hb0RRmNhUFoxttIvLCzT6FwpmciP00VOD7CXrHy922GMwkifvNKGZmpVKcvqeMVmndAatqoxaq/M5sY9tHBZNmy2G07OEupg3Y0sFppO+si1r7BEzm4nWjd3n+d7f/JVANrdmude/iRdKzfeRWLV4KWtUFU1rXc4WRyGrs19yXEYk8zEOn32tmqYzWcZv6uUYtvviNMqFUPuP5ezGt/3OFmEQLHrrzMUUdc9anKBspHLi5FS+v5OG6KBnfQDtNvy2Z/9EqXg/bX1ecFqt5Ff//XfYibs1TE6Ls8fc3KS2huPPrjH8dFtLtdCJ5+tMut3Od9BseB6TMno7fs9LrrE/gXmZaQWq7tgOja7K4JPSc65nl5F4mQ9Vq7Q2mFnaeHYjh49bb3DnDXH7Cb9jCdZ1k8xfuN3vsFv/M43/jl+8k/+uY73ydfSXGJ9dc3pjdTiKsqG63v3KVx6ZRtdcufllzKqQm3bhD4hJd2qKJP5M8mAuCyXFNUEoQsYY/ZyxlrLECj114fRZzSG946isE/Q6hMefCYosif7+H3vKKo6J+WqSlDDeTWxp3vGsaeWXnGCLQs8kojSMcMnq6IkEDNvxTufj2usQWuVzZlDSAiSJ9tCUaCaAHVdsxWo4Ww2YxiGbK6Ngs1mDxOs65pxHPfziGGg7dK1Wfcd7bZlI+/PuO14tBu4EC35qAx6ksqg4HI7cmsmktILy/m245YwQz/9Y69wcfGYR48SS7gddty688o/+4H4IeKpJnRrTRaRiioQfci+gC4G5uVePtJgGPMNVFR2T0eezyq6vkfJA3t6dpItpGBgsz7P1PHNds3u8hF1va+O4+TaDXRtR9dOD1HN0K9p5Ca4bosrNPhJ56Lmlc98CoDdruXbX3uNTiB/X/zZf5Vxd00hEMghjhgdMH7Shu6yPEFRVnT9njjRuQ1t2yX4FaDLBq1ixsIGp1HSx7NBM7ZtTui2nidND9ESjq4jSl8yaoUtK9biHel1YLZc8sqPpwrQGZ/MF0RW1c5WROnjh1KznK24lIe5LCzzec1mnXq6pzeeAx24vEif/+LqFEYR0Aot9+5dcCRJ+3hWcj2CVmKxVdU0kxDR7iHP33qOopa+frDYWYU9Sg+3v95yfPc5thvBMhubh9bBDxhGZNPApv/RWND9ecd/9Xd/J//7f/on3/ozH8+Is/3v/Bf/EQCKJFBlJkq7G/PuyQWPLYos5VyWJSH4/O5pkXWeKlpjdNYROjo6QmubvzeOY9JDknf++PgoQSTl6/V6nWn1Xd9hrc1VdVEaNlK4QYIp21ytpwVgwsp7n5L9NPh0Tghxk9ZT2zJM2P5Bsd1uc8K+vLzEu0gteagfeqyxdF06j207cCEJ/2q7od+2uXBpR8+98yu8n/DwWakApTwhWB5K0dY0gRtnR9w6ToXLZrthGCOl7Oi/8FM/zWuvf/WHua3/zDj00A9xiEMc4hmJp1qhj8GjpTouq5pxdJl+XCizhx25kagNRVbCBzfst0G7tsUCQaXV7/zyQRZHqlXBzRs3QdTjlnVFqMpsMTX0W9pWJvohMTonuUqrtolhJwgL28zoNjuao/S7vu9ZHYl9ndW8+urLdAJLfP31P+bhvXf54r/wCwAsYplU76Ra9tFnwtLV9RVG2Qw1jD6iZzV2gjhur1GFxWjZqu4eZkswDMSgsoWWaQfGrstomsLDVpAPR6sTnHvAc5/6BADHd08plGN5LBBBs2LoN2ipTqwP9JNpr7vCO5flTFerYzaXPjPqri8f0pUlN0Vh8b033uEkcSTw7TnFYNnGdNwf/8Kn+erXXsNJlXS9ucSadB0/efeTwICWnU1TjhhdoqXUKebHtJcXRDEWMabMYmqD6zh/f4MSq76h++gqdc9ypMo18nP/wX/y53bMv/TzSeoApfjP/+a/DUBRlhBD7q9bBZ5ib2PoPVbp3P48OTnJbZHFciGolomlHThaLjMaiieQKtomGdpp12CNwYewZ7vGiIsxk4fS30h/Z7PZoEJku0s7vu3QJZKiHMuQ7Oc2Ymqzcy4T1/w44gmM0gpuQ2CzU1lqQyVJS7ksCqLHCnFqcC2r1ZyXX3lRzuOKEBw3bycphz997TVs+LOnY/Wk+tchDnGIQxzi/79xaLkc4hCHOMQzEoeEfohDHOIQz0gcEvohDnGIQzwjcUjohzjEIQ7xjMQhoR/iEIc4xDMSh4R+iEMc4hDPSBwS+iEOcYhDPCNxSOiHOMQhDvGMxCGhH+IQhzjEMxKHhH6IQxziEM9IHBL6IQ5xiEM8I3FI6Ic4xCEO8YzEIaEf4hCHOMQzEoeEfohDHOIQz0gcEvohDnGIQzwjcUjohzjEIQ7xjMQhoR/iEIc4xDMSh4R+iEMc4hDPSBwS+iEOcYhDPCNxSOiHOMQhDvGMxCGhH+IQhzjEMxKHhH6IQxziEM9IHBL6IQ5xiEM8I/H/AYZKk+3pnXPNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "they are not same person\n"
     ]
    }
   ],
   "source": [
    "verifyFaces(\"../deepface/tests/dataset/img1.jpg\", \"../deepface/tests/dataset/img3.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verify  ../deepface/tests/dataset/img1.jpg  and  ../deepface/tests/dataset/img45.jpg\n",
      "Found euclidean distance is  20.676226  whereas required threshold is  17.212238311767578\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "they are not same person\n"
     ]
    }
   ],
   "source": [
    "verifyFaces(\"../deepface/tests/dataset/img1.jpg\", \"../deepface/tests/dataset/img45.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Verify  ../deepface/tests/dataset/img1.jpg  and  ../deepface/tests/dataset/img49.jpg\n",
      "Found euclidean distance is  19.667625  whereas required threshold is  17.212238311767578\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "they are not same person\n"
     ]
    }
   ],
   "source": [
    "verifyFaces(\"../deepface/tests/dataset/img1.jpg\", \"../deepface/tests/dataset/img49.jpg\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
